[ { "id": "KIT-001", "title": "University of California Campus Directory", "category": "College Comparisons", "status": "source_checked_sample", "question": "Which UC campus fits a student's academic, financial, and career priorities?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Official campus directory order; not a ranking or undergraduate eligibility list. Verification covers names and destination URLs only.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": "reference/uc-campuses.json", "reference_question": "Which ten campuses are listed on the official UC system page?", "research_questions": [ "Compare program offerings and pathways", "Compare access, completion, and affordability", "Compare research strengths without treating citations as teaching quality" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "public-colleges", "metric": "Official campus identity", "population": "UC system campuses", "grain": "campus and directory revision", "source_profile": "california", "visualization": "symbol-map", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2578381814 }, { "id": "KIT-002", "title": "California Private Nonprofit Colleges", "category": "College Comparisons", "status": "specification_only", "question": "Which California private colleges combine affordable net price with strong completion outcomes?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california private nonprofit colleges?", "research_questions": [ "Separate published tuition from income-band net price", "Compare completion within matched entering cohorts", "Check institutional grants and renewal conditions" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "Income-band net price and completion", "population": "California private nonprofit entrants", "grain": "institution and matched cohort", "source_profile": "college", "visualization": "dot", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4118562220 }, { "id": "KIT-003", "title": "California Community Colleges", "category": "College Comparisons", "status": "specification_only", "question": "Which California community colleges offer the strongest evidenced route to a chosen destination?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california community colleges?", "research_questions": [ "Compare UC transfers by sending college and major", "Separate transfer volume from graduation outcomes", "Compare prerequisite access and total pathway cost" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "public-colleges", "metric": "Transfer entrants and linked graduate outcomes", "population": "CCC entrants transferring to UC", "grain": "sending college, receiving campus and cohort", "source_profile": "california", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4272194983 }, { "id": "KIT-004", "title": "California College Affordability by Income", "category": "College Comparisons", "status": "specification_only", "question": "How does college affordability change across household-income bands?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california college affordability by income?", "research_questions": [ "Compare net price for the same aid population", "Identify housing and insurance differences", "Keep grant aid separate from loans and work-study" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Reported income-band net price", "population": "Defined federal-aid undergraduate population", "grain": "institution, income band and reporting year", "source_profile": "college", "visualization": "bar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1030822549 }, { "id": "KIT-005", "title": "California Resident Tuition Comparison", "category": "College Comparisons", "status": "specification_only", "question": "Which California campuses have the lowest comparable resident cost before aid?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california resident tuition comparison?", "research_questions": [ "Normalize mandatory fees and academic periods", "Separate billed charges from living allowances", "Compare entering-cohort tuition guarantees" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Published resident cost before aid", "population": "Entering California-resident undergraduates", "grain": "campus, cohort, housing and year", "source_profile": "college", "visualization": "bar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3407874498 }, { "id": "KIT-006", "title": "California Nonresident Tuition Comparison", "category": "College Comparisons", "status": "specification_only", "question": "When does nonresident aid materially change the cost of a California degree?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california nonresident tuition comparison?", "research_questions": [ "Separate nonresident supplements from base tuition", "Check eligibility for institutional grants", "Compare four-year exposure without inventing future prices" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Nonresident cost and qualified aid", "population": "Nonresident undergraduate entrants", "grain": "campus, eligibility population and year", "source_profile": "aid", "visualization": "dumbbell", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 563669177 }, { "id": "KIT-007", "title": "College Completion Comparisons", "category": "College Comparisons", "status": "specification_only", "question": "Which institutions sustain completion outcomes across comparable student groups?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports college completion comparisons?", "research_questions": [ "Distinguish first-time and transfer cohorts", "Show Pell and first-generation gaps where reported", "Compare time to degree and cohort coverage" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "transfer", "metric": "Defined cohort completion rate", "population": "First-time and transfer cohorts kept separate", "grain": "institution, entering cohort and horizon", "source_profile": "college", "visualization": "interval", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3652293099 }, { "id": "KIT-008", "title": "Transfer-Friendly Pathways", "category": "College Comparisons", "status": "specification_only", "question": "Which transfer pathway minimizes lost credits and avoidable delay?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports transfer-friendly pathways?", "research_questions": [ "Interpret the exact ASSIST agreement year and major", "Check course sequences and unavailable prerequisites", "Separate admission from credit applicability" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "transfer", "metric": "Course-to-major agreement conditions", "population": "Specified sending and receiving programs", "grain": "agreement year, major and course group", "source_profile": "articulation", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4018244073 }, { "id": "KIT-009", "title": "Part-Time Study Options", "category": "College Comparisons", "status": "specification_only", "question": "Which part-time pathways have credible completion, scheduling, and aid support?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports part-time study options?", "research_questions": [ "Check evening and weekend course availability", "Compare aid rules at different enrollment levels", "Identify completion measures that actually include part-time entrants" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "Part-time cohort completion coverage", "population": "Reported part-time entrants", "grain": "institution, cohort and attendance definition", "source_profile": "college", "visualization": "dot", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3008947166 }, { "id": "KIT-010", "title": "Online Degree Program Comparison", "category": "College Comparisons", "status": "specification_only", "question": "Which online programs offer comparable outcomes at a realistic total cost?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports online degree program comparison?", "research_questions": [ "Verify state authorization and required in-person work", "Compare fees and residency rules", "Separate program evidence from institution-wide averages" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "Published online program requirements", "population": "Online degree candidates", "grain": "institution, program and credential", "source_profile": "college", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1713475325 }, { "id": "KIT-011", "title": "Nursing Program Pathways", "category": "College Niches", "status": "specification_only", "question": "Which nursing pathways combine licensure outcomes, capacity, and manageable cost?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports nursing program pathways?", "research_questions": [ "Compare board-reported exam results by program and year", "Check prerequisites, clinical placements, and approval", "Separate admission competition from licensing success" ], "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "programs", "metric": "Published nursing approval and exam measures", "population": "Reported nursing-program cohorts", "grain": "program, examination and year", "source_profile": "licensing", "visualization": "dot", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 442260869 }, { "id": "KIT-012", "title": "Engineering Program Comparison", "category": "College Niches", "status": "specification_only", "question": "Which engineering program fits a student's specialty, budget, and career route?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports engineering program comparison?", "research_questions": [ "Compare accreditation at the program level", "Map majors to occupations using a documented crosswalk", "Compare field-level outcomes and their missingness" ], "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "programs", "metric": "Engineering program accreditation and offerings", "population": "Engineering degree candidates", "grain": "institution, program and accreditation cycle", "source_profile": "college", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2749895360 }, { "id": "KIT-013", "title": "Computer Science Program Comparison", "category": "College Niches", "status": "specification_only", "question": "Which UC is the best fit for computer science under explicitly chosen criteria?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports computer science program comparison?", "research_questions": [ "Compare curriculum access and major-entry restrictions", "Compare field-of-study earnings with cohort caveats", "Keep research impact, teaching evidence, and career outcomes separate" ], "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "programs", "metric": "CS field-level earnings and debt", "population": "Covered computer-science completers", "grain": "institution, CIP, credential and cohort", "source_profile": "college", "visualization": "scatter", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3854957762 }, { "id": "KIT-014", "title": "Teacher Preparation Pathways", "category": "College Niches", "status": "specification_only", "question": "Which teacher-preparation route leads to the required credential with less time and cost?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports teacher preparation pathways?", "research_questions": [ "Verify commission-approved programs and credential type", "Check clinical or student-teaching requirements", "Compare regional demand without guaranteeing placement" ], "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "programs", "metric": "Teacher-preparation credential requirements", "population": "Prospective credential candidates", "grain": "program, credential and jurisdiction", "source_profile": "licensing", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1024847805 }, { "id": "KIT-015", "title": "Community College Certificate Pathways", "category": "College Niches", "status": "specification_only", "question": "Which community college certificates connect to durable regional job opportunities?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports community college certificate pathways?", "research_questions": [ "Map TOP or CIP programs to SOC occupations", "Compare wages, annual openings, and training time", "Check licensure and stackable credit applicability" ], "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "programs", "metric": "Certificate completion and occupation links", "population": "Community-college certificate completers", "grain": "program, credential, occupation and cohort", "source_profile": "labor", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1544739477 }, { "id": "KIT-016", "title": "Rural College Options", "category": "College Niches", "status": "specification_only", "question": "Which rural colleges offer accessible programs and realistic local opportunity?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports rural college options?", "research_questions": [ "Compare travel, housing, and broadband constraints", "Map programs to regional employment", "Show small-cohort suppression and geographic limits" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "public-colleges", "metric": "Rural institution and pathway coverage", "population": "Defined rural communities", "grain": "institution, geography vintage and year", "source_profile": "census", "visualization": "symbol-map", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1340735205 }, { "id": "KIT-017", "title": "Hispanic-Serving Institutions", "category": "College Niches", "status": "specification_only", "question": "How do outcomes and affordability vary among Hispanic-serving institutions?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports hispanic-serving institutions?", "research_questions": [ "Verify designation year separately from student composition", "Compare completion within matched sectors", "Assess support evidence without treating designation as a quality score" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "Designation and student-outcome coverage", "population": "Reported Hispanic-serving institutions", "grain": "institution, designation cycle and cohort", "source_profile": "college", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3643485014 }, { "id": "KIT-018", "title": "Historically Black Colleges and Universities", "category": "College Niches", "status": "specification_only", "question": "Which HBCUs fit a student's field, financial needs, and graduate-school pathway?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports historically black colleges and universities?", "research_questions": [ "Compare degree fields and income-band affordability", "Assess completion and graduate-pathway evidence", "Distinguish research mission and scale from student fit" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "HBCU program and opportunity coverage", "population": "HBCU degree candidates", "grain": "institution, program and award cycle", "source_profile": "college", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1604676572 }, { "id": "KIT-019", "title": "Adult Learner Support Comparison", "category": "College Niches", "status": "specification_only", "question": "Which colleges make returning to a degree more practical for adult learners?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports adult learner support comparison?", "research_questions": [ "Check prior-learning credit and transfer limits", "Compare childcare, scheduling, and stop-out reentry", "Use outcome measures covering nontraditional entrants" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "private-colleges", "metric": "Adult-learner support and cohort coverage", "population": "Reported adult and returning entrants", "grain": "institution, attendance group and cohort", "source_profile": "college", "visualization": "dot", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 335884674 }, { "id": "KIT-020", "title": "Graduate Program Cost Comparison", "category": "College Niches", "status": "specification_only", "question": "What is the full cost and funding structure of a specific graduate program?", "sources_to_assess": [ "IPEDS", "College Scorecard", "Official institution pages" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports graduate program cost comparison?", "research_questions": [ "Separate funded offers from advertised stipends", "Compare duration, fees, and insurance obligations", "Distinguish professional and research degrees" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Published graduate tuition and living allowance", "population": "Specified graduate program entrants", "grain": "program, credential, residency and year", "source_profile": "college", "visualization": "stacked-bar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1086690983 }, { "id": "KIT-021", "title": "California State Aid Pathways", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which California aid pathways apply to a student's residency and enrollment situation?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports california state aid pathways?", "research_questions": [ "Map program-specific eligibility and deadlines", "Separate entitlement, competitive, and institutional awards", "Keep eligibility screening distinct from an award determination" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "California aid eligibility and renewal rules", "population": "Defined eligible applicant groups", "grain": "program, award year and eligibility clause", "source_profile": "aid", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1303944180 }, { "id": "KIT-022", "title": "Federal Student Aid Program Guide", "category": "Aid and Opportunities", "status": "specification_only", "question": "How do federal aid pathways change by credential, enrollment level, and dependency status?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports federal student aid program guide?", "research_questions": [ "Compare grant, loan, and work-study structures", "Trace each rule to the applicable award year", "Identify repayment and completion obligations" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Federal aid program conditions", "population": "Defined federal-aid applicants", "grain": "program, award year and enrollment level", "source_profile": "aid", "visualization": "flow", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3515669982 }, { "id": "KIT-023", "title": "Institutional Merit Scholarship Comparison", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which merit awards remain valuable after renewal rules and competing aid are considered?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports institutional merit scholarship comparison?", "research_questions": [ "Compare renewable versus first-year amounts", "Check stacking, deadlines, and GPA conditions", "Show published criteria without promising selection" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Published merit criteria and renewal", "population": "Applicants covered by institutional award rules", "grain": "award, entry cohort and renewal year", "source_profile": "aid", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3936910306 }, { "id": "KIT-024", "title": "Need-Based Institutional Grant Comparison", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which colleges cover more demonstrated need for a defined student population?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports need-based institutional grant comparison?", "research_questions": [ "Separate need-met claims from income-band net price", "Compare loans within advertised aid packages", "Check treatment of housing and nonresident costs" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Institutional need-grant definitions", "population": "Specified institutional grant populations", "grain": "institution, need definition and award cycle", "source_profile": "aid", "visualization": "stacked-bar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2931802156 }, { "id": "KIT-025", "title": "Transfer Scholarship Opportunities", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which transfer scholarships reduce the cost of a specific destination pathway?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports transfer scholarship opportunities?", "research_questions": [ "Check sending-college and major restrictions", "Compare renewal and enrollment rules", "Separate guaranteed eligibility from competitive selection" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Transfer scholarship terms and deadlines", "population": "Transfer applicants under stated award rules", "grain": "award, sending status and cycle", "source_profile": "aid", "visualization": "calendar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1722921843 }, { "id": "KIT-026", "title": "Community College Promise Programs", "category": "Aid and Opportunities", "status": "specification_only", "question": "When does a promise program lower total community college cost rather than tuition alone?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports community college promise programs?", "research_questions": [ "Identify fees, books, housing, and transport exclusions", "Compare continuing eligibility and unit requirements", "Check overlap with state and federal grants" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Promise-program coverage and conditions", "population": "Defined local promise-program entrants", "grain": "program, residency and award cycle", "source_profile": "aid", "visualization": "waffle", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2801033118 }, { "id": "KIT-027", "title": "First-Generation Scholarship Opportunities", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which first-generation funding opportunities match documented definitions and needs?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports first-generation scholarship opportunities?", "research_questions": [ "Compare program-specific first-generation definitions", "Check citizenship, geography, and major restrictions", "Track selection uncertainty and renewal obligations" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "First-generation opportunity definitions", "population": "Applicants under each publisher definition", "grain": "opportunity, definition and cycle", "source_profile": "aid", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 696925199 }, { "id": "KIT-028", "title": "Adult Returning Student Scholarships", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which scholarships support adults returning after an interruption?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports adult returning student scholarships?", "research_questions": [ "Check age, gap, and enrollment definitions", "Compare part-time eligibility and dependent-care support", "Separate current opportunities from expired listings" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Returning-adult scholarship eligibility", "population": "Applicants under stated age and enrollment rules", "grain": "award, eligibility group and cycle", "source_profile": "aid", "visualization": "heatmap", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1020237262 }, { "id": "KIT-029", "title": "Graduate Fellowship Opportunities", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which graduate fellowships fit a field, career stage, and funding gap?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports graduate fellowship opportunities?", "research_questions": [ "Compare stipend, fees, benefits, and duration", "Check service and citizenship obligations", "Track internal nomination deadlines separately" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Graduate funding duration and components", "population": "Applicants covered by published fellowship terms", "grain": "program, funding package and award year", "source_profile": "aid", "visualization": "interval", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3500124442 }, { "id": "KIT-030", "title": "Scholarship Deadline Calendar", "category": "Aid and Opportunities", "status": "specification_only", "question": "Which opportunity deadlines require action first and what evidence is still missing?", "sources_to_assess": [ "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports scholarship deadline calendar?", "research_questions": [ "Distinguish priority, final, and nomination deadlines", "Record time zone and award cycle", "Flag source changes before a deadline expires" ], "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "affordability", "metric": "Official deadline and time-zone status", "population": "Published scholarship opportunities", "grain": "opportunity and application cycle", "source_profile": "aid", "visualization": "calendar", "industry": "education", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 973042669 }, { "id": "KIT-031", "title": "County Industry Establishment Comparison", "category": "Business and Workforce", "status": "specification_only", "question": "Which county industries show business density, growth, and concentration?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports county industry establishment comparison?", "research_questions": [ "Use comparable NAICS vintages and geographies", "Compare counts and rates rather than volume alone", "Preserve suppressed establishments" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Establishment counts by industry", "population": "Reported county business establishments", "grain": "county, NAICS version and year", "source_profile": "census", "visualization": "heatmap", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3514213082 }, { "id": "KIT-032", "title": "Local Industry Employment Trends", "category": "Business and Workforce", "status": "specification_only", "question": "Which regional industries show sustained employment growth rather than one-year noise?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports local industry employment trends?", "research_questions": [ "Compare employment across consistent industry definitions", "Separate cyclical change from structural trends", "Check revisions and pandemic-era breaks" ], "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "careers", "metric": "Industry employment and projected change", "population": "Reported industry employment populations", "grain": "industry, region and projection vintage", "source_profile": "labor", "visualization": "bar", "industry": "labor", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3946089027 }, { "id": "KIT-033", "title": "Regional Wage Comparison", "category": "Business and Workforce", "status": "specification_only", "question": "Where do occupational wages go further after regional cost differences?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports regional wage comparison?", "research_questions": [ "Compare matched SOC occupation and wage percentiles", "Separate nominal wages from purchasing-power assumptions", "Show employment counts and suppressed estimates" ], "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "careers", "metric": "Occupational wage percentiles", "population": "Covered regional occupations", "grain": "SOC version, region and survey year", "source_profile": "labor", "visualization": "box", "industry": "labor", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 584761501 }, { "id": "KIT-034", "title": "Occupation Education Pathways", "category": "Business and Workforce", "status": "specification_only", "question": "Which training routes lead to occupations with favorable openings and wage profiles?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports occupation education pathways?", "research_questions": [ "Use many-to-many CIP-to-SOC mappings", "Separate minimum entry education from a hiring guarantee", "Compare local and national outlooks" ], "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "careers", "metric": "Education-to-occupation crosswalk coverage", "population": "Programs and occupations in official crosswalks", "grain": "CIP version, SOC version and region", "source_profile": "labor", "visualization": "flow", "industry": "labor", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 356960792 }, { "id": "KIT-035", "title": "Public Company Filing Directory", "category": "Business and Workforce", "status": "specification_only", "question": "Which filings reveal a company's operating model, risks, and reporting changes?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports public company filing directory?", "research_questions": [ "Resolve issuer identities and amendments", "Link each fact to an exact filing period", "Separate audited statements from management commentary" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Public company filing coverage", "population": "SEC-reporting issuers", "grain": "CIK, filing type and reporting period", "source_profile": "finance", "visualization": "calendar", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1891066378 }, { "id": "KIT-036", "title": "Public Company Revenue Comparison", "category": "Business and Workforce", "status": "specification_only", "question": "Which companies are growing under comparable revenue and segment definitions?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports public company revenue comparison?", "research_questions": [ "Normalize fiscal periods and units", "Track restatements and acquisition effects", "Compare profitability and cash alongside revenue" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Comparable reported revenue", "population": "Issuers using compatible accounting concepts", "grain": "issuer, concept, unit and fiscal period", "source_profile": "finance", "visualization": "line", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2751789906 }, { "id": "KIT-037", "title": "Public Procurement Opportunity Guide", "category": "Business and Workforce", "status": "specification_only", "question": "Which public procurement opportunities fit a business's capacity and qualifications?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports public procurement opportunity guide?", "research_questions": [ "Check geography, industry, and set-aside eligibility", "Compare deadlines and required registrations", "Separate award history from open solicitations" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Published procurement opportunities", "population": "Covered public procurement notices", "grain": "agency, solicitation and deadline", "source_profile": "finance", "visualization": "calendar", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3944989933 }, { "id": "KIT-038", "title": "Small Business Assistance Programs", "category": "Business and Workforce", "status": "specification_only", "question": "Which assistance programs match a small business's stage and geography?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports small business assistance programs?", "research_questions": [ "Separate grants, loans, guarantees, and advice", "Check current funding and application windows", "Record obligations and eligibility evidence" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Public business-assistance program terms", "population": "Businesses within stated program criteria", "grain": "program, jurisdiction and application cycle", "source_profile": "finance", "visualization": "flow", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 32820154 }, { "id": "KIT-039", "title": "Regional Demographic Market Comparison", "category": "Business and Workforce", "status": "specification_only", "question": "Which markets match a product's population, income, and industry demand?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports regional demographic market comparison?", "research_questions": [ "Compare consistent Census geography and survey periods", "Preserve margins of error", "Separate market indicators from demonstrated demand" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Local population and market context", "population": "Defined census geography populations", "grain": "geography vintage, subgroup and period", "source_profile": "census", "visualization": "choropleth", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1021553800 }, { "id": "KIT-040", "title": "Industry Business Formation Trends", "category": "Business and Workforce", "status": "specification_only", "question": "Where are new businesses forming and how durable is the signal?", "sources_to_assess": [ "Census", "BLS", "SEC", "Official program administrators" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports industry business formation trends?", "research_questions": [ "Distinguish applications from actual employer businesses", "Compare seasonal and geographic definitions", "Avoid treating registration as survival or revenue" ], "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "business", "metric": "Applications versus realized formations", "population": "Reported business formation series", "grain": "geography, series definition and period", "source_profile": "census", "visualization": "line", "industry": "local-business", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4184857138 }, { "id": "KIT-041", "title": "Inventory Completeness Report", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which inventory gaps are most likely to delay service or create waste?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports inventory completeness report?", "research_questions": [ "Compare completeness, duplicates, and stock age", "Separate unknown quantities from zero stock", "Prioritize actions by documented operational impact" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Required-field completeness", "population": "Public or synthetic inventory records", "grain": "entity, field and source revision", "source_profile": "operations", "visualization": "heatmap", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2891790762 }, { "id": "KIT-042", "title": "Supplier Public-Information Comparison", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which suppliers meet published requirements with traceable evidence?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports supplier public-information comparison?", "research_questions": [ "Compare certifications, coverage, and reporting dates", "Avoid inferred contacts or unsupported reliability scores", "Separate public evidence from procurement approval" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Public supplier-information coverage", "population": "Publicly documented supplier entities", "grain": "entity, field and verification date", "source_profile": "operations", "visualization": "heatmap", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3703331862 }, { "id": "KIT-043", "title": "Public Program Eligibility Matrix", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which public programs could apply and what proof is required?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports public program eligibility matrix?", "research_questions": [ "Represent eligibility as rules with source dates", "Distinguish unknown from ineligible", "Expose conflicting rules for review" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Declared eligibility-rule coverage", "population": "Synthetic scenarios and published rule groups", "grain": "rule version and scenario", "source_profile": "operations", "visualization": "flow", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3397071381 }, { "id": "KIT-044", "title": "Opportunity Deadline Tracker", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which upcoming opportunities are ready to pursue versus missing prerequisites?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports opportunity deadline tracker?", "research_questions": [ "Track deadlines and prerequisite completion", "Identify dependencies and repeated opportunities", "Separate submission from acceptance" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Deadline freshness and upcoming windows", "population": "Published opportunities", "grain": "opportunity, cycle and checked date", "source_profile": "operations", "visualization": "calendar", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 938495600 }, { "id": "KIT-045", "title": "Source Freshness Dashboard", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which sources are stale enough to change a decision?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports source freshness dashboard?", "research_questions": [ "Compare release dates, observation years, and retrieval dates", "Prioritize refresh by consequence", "Avoid paying to refresh unchanged content" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Source age and verification state", "population": "Versioned public sources", "grain": "source, revision and observation date", "source_profile": "operations", "visualization": "dot", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3199127299 }, { "id": "KIT-046", "title": "Dataset Coverage and Missingness Report", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Where would missing data distort a comparison?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports dataset coverage and missingness report?", "research_questions": [ "Compare missingness across groups and periods", "Separate suppressed, unavailable, and not-applicable values", "Block unsupported ranking when coverage is unequal" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Missingness and suppression patterns", "population": "Declared public dataset fields", "grain": "dataset, field, population and revision", "source_profile": "operations", "visualization": "heatmap", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1521472399 }, { "id": "KIT-047", "title": "Document Evidence Register", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which claims have sufficient evidence for reuse?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports document evidence register?", "research_questions": [ "Bind claims to versioned source spans", "Track conflicting evidence and invalidation", "Separate source access from reuse permission" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Claim-to-source evidence links", "population": "Public or synthetic evidence records", "grain": "claim, source revision and review state", "source_profile": "operations", "visualization": "network", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2068848102 }, { "id": "KIT-048", "title": "Workflow Completion Report", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which tasks reached accepted completion and what is preventing the rest?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports workflow completion report?", "research_questions": [ "Track steps, acceptance, and usable delivery", "Distinguish known blockers from inactivity", "Keep worker identity as supporting metadata" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Completed versus validated steps", "population": "Synthetic workflow instances", "grain": "task, step and acceptance revision", "source_profile": "operations", "visualization": "flow", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3113850597 }, { "id": "KIT-049", "title": "Service Cost and Usage Dashboard", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which workflows deliver useful outcomes at a sustainable cost?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports service cost and usage dashboard?", "research_questions": [ "Separate subscriptions, API charges, and estimates", "Include retries, review, and failed work", "Compare costs only for matched task classes" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Declared workflow cost components", "population": "Synthetic or approved public usage examples", "grain": "workflow, unit, period and cost definition", "source_profile": "operations", "visualization": "waterfall", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3209220660 }, { "id": "KIT-050", "title": "Public-Data Change Report", "category": "Reusable Operations Kits", "status": "specification_only", "question": "Which public-data changes are material enough to update a product?", "sources_to_assess": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "refresh": "Match source release cadence; deadline fields require current source checks before use.", "acceptance": [ "Identity and scope verified", "Reuse boundary checked", "Definitions and periods comparable", "Nulls and suppressed values preserved", "CSV/JSON parity", "Source and retrieval evidence attached" ], "data_path": null, "reference_question": "What comparable, sourced information supports public-data change report?", "research_questions": [ "Compare canonical IDs, versions, and definitions", "Track changes in values and missingness", "Preserve frozen editions and explain revised conclusions" ], "audiences": [ "Operations Teams", "Analysts", "Agents" ], "question_evidence_state": "research_design_only", "family": "operations", "metric": "Version-to-version metric differences", "population": "Compatible public dataset revisions", "grain": "entity, metric, population and revision", "source_profile": "operations", "visualization": "dumbbell", "industry": "agent-operations", "join_keys": [ "Declared entity identifier", "Compatible reporting period", "Population definition" ], "limit": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2395459734 }, { "id": "KIT-051", "family": "public-colleges", "title": "UC Program Inventory by Campus", "question": "Which UC campuses offer a chosen major and credential level?", "metric": "Program offered flag", "population": "UC campuses", "grain": "campus x CIP x credential", "industry": "education", "source_profile": "california", "join_keys": [ "UNITID", "CIP version", "credential level", "catalog year" ], "visualization": "heatmap", "limit": "Catalog listings may lag current admission restrictions.", "signal_id": "shortlist-tradeoffs", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which UC campuses offer a chosen major and credential level?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2218512379 }, { "id": "KIT-052", "family": "public-colleges", "title": "CSU Campus Characteristics Directory", "question": "Which CSU campuses match size, setting, and program breadth filters?", "metric": "Reported campus characteristics", "population": "CSU campuses", "grain": "campus x reporting year", "industry": "education", "source_profile": "california", "join_keys": [ "UNITID", "campus ID", "reporting year" ], "visualization": "symbol-map", "limit": "Characteristic definitions differ between IPEDS and CSU dashboards.", "signal_id": "shortlist-tradeoffs", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which CSU campuses match size, setting, and program breadth filters?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 863435180 }, { "id": "KIT-053", "family": "public-colleges", "title": "CSU Impaction Status by Major", "question": "Which CSU campus majors publish impaction criteria and what do they require?", "metric": "Impaction flag and published criteria", "population": "CSU applicants by major", "grain": "campus x major x admission term", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "major code", "admission term" ], "visualization": "heatmap", "limit": "Criteria text changes by term and must be read from the official page.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which CSU campus majors publish impaction criteria and what do they require?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 999017191 }, { "id": "KIT-054", "family": "public-colleges", "title": "CCC District and Service Area Map", "question": "Which community colleges serve a region and which share a district?", "metric": "College-to-district membership", "population": "California community colleges", "grain": "college x district", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "district ID", "geography vintage" ], "visualization": "symbol-map", "limit": "Service areas are not formal attendance boundaries.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which community colleges serve a region and which share a district?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 667975684 }, { "id": "KIT-055", "family": "public-colleges", "title": "UC Admission Funnel by Campus", "question": "How do applicant, admit, and enrollee counts differ by campus and entry type?", "metric": "Counts by funnel stage", "population": "UC applicants", "grain": "campus x entry type x year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "entry type", "application year" ], "visualization": "flow", "limit": "Applicants apply to multiple campuses; stages are not unique persons.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do applicant, admit, and enrollee counts differ by campus and entry type?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 781081896 }, { "id": "KIT-056", "family": "public-colleges", "title": "CSU First-Year Retention by Campus", "question": "Which CSU campuses retain more first-year entrants within a defined cohort?", "metric": "Retention rate", "population": "First-time full-time entrants", "grain": "campus x cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "cohort year", "cohort definition" ], "visualization": "dot", "limit": "Part-time and transfer entrants may be excluded from the cohort.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which CSU campuses retain more first-year entrants within a defined cohort?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2826351252 }, { "id": "KIT-057", "family": "public-colleges", "title": "UC Time-to-Degree Distribution", "question": "What share of a UC entering cohort graduates in four, five, or six years?", "metric": "Share graduating by year band", "population": "UC first-time entrants", "grain": "campus x cohort x year band", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "cohort year", "year band" ], "visualization": "stacked-bar", "limit": "Transfers out are counted differently across dashboards.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of a UC entering cohort graduates in four, five, or six years?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 737893711 }, { "id": "KIT-058", "family": "public-colleges", "title": "CCC Awards by Program Area", "question": "Which program areas produce the most awards at each community college?", "metric": "Award count", "population": "CCC award recipients", "grain": "college x TOP code x year", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "TOP code version", "academic year" ], "visualization": "treemap", "limit": "One student may earn several awards in a year.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which program areas produce the most awards at each community college?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 843706973 }, { "id": "KIT-059", "family": "public-colleges", "title": "UC Residency Mix Trend", "question": "How has the resident and nonresident enrollment mix changed by campus?", "metric": "Share by residency status", "population": "UC undergraduates", "grain": "campus x year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "fall term", "residency definition" ], "visualization": "line", "limit": "Residency categories were redefined in some years.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How has the resident and nonresident enrollment mix changed by campus?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4086919132 }, { "id": "KIT-060", "family": "public-colleges", "title": "CSU Applications per Enrolled Seat", "question": "Where is application pressure highest relative to enrolled first-year seats?", "metric": "Applications divided by enrollees", "population": "CSU first-time applicants", "grain": "campus x year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "application year" ], "visualization": "slope", "limit": "Multi-campus applications inflate numerators.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where is application pressure highest relative to enrolled first-year seats?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1445086327 }, { "id": "KIT-061", "family": "public-colleges", "title": "CCC Course Modality Share", "question": "What share of sections at each college is online, hybrid, or in person?", "metric": "Section share by modality", "population": "CCC course sections", "grain": "college x term x modality", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "term", "modality code" ], "visualization": "area", "limit": "Modality codes changed during 2020 to 2022 terms.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of sections at each college is online, hybrid, or in person?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4136894866 }, { "id": "KIT-062", "family": "public-colleges", "title": "Pell Recipient Share at Public Campuses", "question": "What share of undergraduates receive Pell at each UC and CSU campus?", "metric": "Pell recipient share", "population": "Undergraduates at public campuses", "grain": "campus x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "award year" ], "visualization": "dot", "limit": "Share is access context, not an outcome measure.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of undergraduates receive Pell at each UC and CSU campus?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 717221613 }, { "id": "KIT-063", "family": "public-colleges", "title": "CSU Graduation Gap Reporting", "question": "How large are reported completion gaps between student groups at each campus?", "metric": "Difference in completion rate", "population": "CSU entering cohorts by reported group", "grain": "campus x group x cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "group definition", "cohort year" ], "visualization": "dumbbell", "limit": "Small groups may be suppressed or unstable.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How large are reported completion gaps between student groups at each campus?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2714707674 }, { "id": "KIT-064", "family": "public-colleges", "title": "Student-Faculty Ratio Definitions", "question": "How do published student-faculty ratios differ by definition across campuses?", "metric": "Ratio and definition", "population": "Public campuses", "grain": "campus x definition x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "definition ID", "year" ], "visualization": "small-multiples", "limit": "Ratios are not class-size or teaching-quality measures.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do published student-faculty ratios differ by definition across campuses?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2955970318 }, { "id": "KIT-065", "family": "public-colleges", "title": "CCC Dual Enrollment Participation", "question": "Which colleges enroll the most high school students through dual enrollment?", "metric": "Dual enrollment headcount", "population": "High school students in CCC courses", "grain": "college x term", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "term", "special admit flag" ], "visualization": "bar", "limit": "Headcount excludes credit later accepted elsewhere.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which colleges enroll the most high school students through dual enrollment?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 825280052 }, { "id": "KIT-066", "family": "public-colleges", "title": "Campus Housing Capacity Context", "question": "How does reported on-campus bed capacity compare with enrollment?", "metric": "Beds per enrolled student", "population": "Public campuses with housing", "grain": "campus x year", "industry": "housing", "source_profile": "college", "join_keys": [ "UNITID", "year" ], "visualization": "dumbbell", "limit": "Capacity reporting does not show waitlists or eligibility.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does reported on-campus bed capacity compare with enrollment?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2031322928 }, { "id": "KIT-067", "family": "public-colleges", "title": "CSU Published Housing Rate Range", "question": "What is the published range of room and board rates by campus?", "metric": "Minimum and maximum published rate", "population": "CSU campuses", "grain": "campus x plan x year", "industry": "housing", "source_profile": "california", "join_keys": [ "campus ID", "housing plan", "academic year" ], "visualization": "interval", "limit": "Published rates exclude availability and meal plan rules.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What is the published range of room and board rates by campus?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 165982138 }, { "id": "KIT-068", "family": "public-colleges", "title": "CCC Success Metric Vintage Comparison", "question": "Which CCC success measure definitions changed between report years?", "metric": "Definition change flag", "population": "CCC accountability measures", "grain": "metric x report year", "industry": "education", "source_profile": "california", "join_keys": [ "metric ID", "report year" ], "visualization": "heatmap", "limit": "Definition changes break trend comparisons.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which CCC success measure definitions changed between report years?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3512744220 }, { "id": "KIT-069", "family": "public-colleges", "title": "UC Graduate Enrollment by Field", "question": "Where is graduate enrollment concentrated by campus and field?", "metric": "Graduate headcount", "population": "UC graduate students", "grain": "campus x field x year", "industry": "research", "source_profile": "california", "join_keys": [ "campus ID", "field taxonomy version", "fall term" ], "visualization": "treemap", "limit": "Field taxonomies differ from CIP codes.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where is graduate enrollment concentrated by campus and field?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1555982908 }, { "id": "KIT-070", "family": "public-colleges", "title": "CSU Credential Completer Counts", "question": "How many teaching credential completers does each CSU campus report?", "metric": "Credential completions", "population": "Credential program completers", "grain": "campus x credential type x year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "credential type", "year" ], "visualization": "bar", "limit": "Completion is not employment as a teacher.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How many teaching credential completers does each CSU campus report?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2185916425 }, { "id": "KIT-071", "family": "public-colleges", "title": "CCC Noncredit Enrollment Scope", "question": "How large is noncredit enrollment relative to credit enrollment by college?", "metric": "Noncredit share of headcount", "population": "CCC students", "grain": "college x year", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "academic year" ], "visualization": "bar", "limit": "Noncredit headcount definitions vary by report.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How large is noncredit enrollment relative to credit enrollment by college?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 97363144 }, { "id": "KIT-072", "family": "public-colleges", "title": "CSU Fully Online Program Catalog", "question": "Which CSU degree programs are offered fully online?", "metric": "Online program availability", "population": "CSU degree programs", "grain": "program x modality", "industry": "technology", "source_profile": "california", "join_keys": [ "campus ID", "program code", "modality" ], "visualization": "bar", "limit": "Online status may require in-person components.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which CSU degree programs are offered fully online?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2493050810 }, { "id": "KIT-073", "family": "public-colleges", "title": "CCC Regional Program Coverage", "question": "Which program areas are offered in each regional consortium?", "metric": "Program area availability", "population": "CCC regional consortia", "grain": "region x TOP code", "industry": "labor", "source_profile": "california", "join_keys": [ "region ID", "TOP code version" ], "visualization": "heatmap", "limit": "Availability is not seat capacity.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which program areas are offered in each regional consortium?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2577106167 }, { "id": "KIT-074", "family": "public-colleges", "title": "Public Campus Transit Access", "question": "Which public campuses are reachable by scheduled transit within a defined radius?", "metric": "Transit stops within radius", "population": "Public campuses", "grain": "campus x transit stop", "industry": "transportation", "source_profile": "transport", "join_keys": [ "UNITID", "stop ID", "feed version", "geography vintage" ], "visualization": "symbol-map", "limit": "Feed presence does not show frequency or reliability.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which public campuses are reachable by scheduled transit within a defined radius?", "sources_to_assess": [ "Bureau of Transportation Statistics", "Federal Transit Administration" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "transportation" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2156501766 }, { "id": "KIT-075", "family": "public-colleges", "title": "Campus Childcare Availability", "question": "Which public campuses publish childcare center capacity and eligibility?", "metric": "Published childcare capacity", "population": "Public campuses", "grain": "campus x center", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "center ID", "year" ], "visualization": "dot", "limit": "Capacity is published inconsistently and may exclude waitlists.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which public campuses publish childcare center capacity and eligibility?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3335741845 }, { "id": "KIT-076", "family": "public-colleges", "title": "Veteran Enrollment Reporting", "question": "How do public campuses report veteran and military-connected enrollment?", "metric": "Reported veteran headcount", "population": "Military-connected students", "grain": "campus x year", "industry": "government", "source_profile": "college", "join_keys": [ "UNITID", "year", "status definition" ], "visualization": "bar", "limit": "Status definitions differ across reports.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do public campuses report veteran and military-connected enrollment?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2644989386 }, { "id": "KIT-077", "family": "public-colleges", "title": "CCC Service Area Demographics", "question": "What are the demographic and income characteristics of each college service area?", "metric": "ACS estimates with margins of error", "population": "Residents of service areas", "grain": "college x tract x ACS vintage", "industry": "education", "source_profile": "census", "join_keys": [ "college ID", "tract GEOID", "ACS vintage" ], "visualization": "choropleth", "limit": "Tract aggregation assumes a service area definition.", "signal_id": null, "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What are the demographic and income characteristics of each college service area?", "sources_to_assess": [ "Census Data", "Census County Business Patterns" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1718221196 }, { "id": "KIT-078", "family": "private-colleges", "title": "California Private College Directory", "question": "Which California private institutions exist by control, size, and level?", "metric": "Institution characteristics", "population": "California private institutions", "grain": "institution x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "OPEID", "year" ], "visualization": "symbol-map", "limit": "Branch campuses may be rolled up.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which California private institutions exist by control, size, and level?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 222695594 }, { "id": "KIT-079", "family": "private-colleges", "title": "Private College Program Inventory", "question": "Which private institutions offer a chosen program and credential?", "metric": "Program availability", "population": "Private institutions", "grain": "institution x CIP x credential", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "CIP version", "credential" ], "visualization": "heatmap", "limit": "Completions data lag current offerings.", "signal_id": "shortlist-tradeoffs", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private institutions offer a chosen program and credential?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1602257909 }, { "id": "KIT-080", "family": "private-colleges", "title": "Published Price versus Average Grant", "question": "How far does average institutional grant aid fall below published price?", "metric": "Published price minus average grant", "population": "Aided first-time undergraduates", "grain": "institution x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "award year" ], "visualization": "dumbbell", "limit": "Averages are not individual offers.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How far does average institutional grant aid fall below published price?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3143143852 }, { "id": "KIT-081", "family": "private-colleges", "title": "Sector-Matched Completion Comparison", "question": "How do completion rates compare within matched private sectors?", "metric": "Completion rate distribution", "population": "Private institution cohorts", "grain": "institution x sector x cohort", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "sector code", "cohort year" ], "visualization": "box", "limit": "Cohort coverage differs by sector.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do completion rates compare within matched private sectors?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1708072703 }, { "id": "KIT-082", "family": "private-colleges", "title": "Institution Status Change Watch", "question": "Which private institutions changed status, merged, or closed?", "metric": "Status change events", "population": "Private institutions", "grain": "institution x event date", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "event date", "status code" ], "visualization": "calendar", "limit": "Closure dates and teach-out terms need official confirmation.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private institutions changed status, merged, or closed?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3671347986 }, { "id": "KIT-083", "family": "private-colleges", "title": "Work Colleges and Cooperative Programs", "question": "Which institutions require or offer structured work programs?", "metric": "Work program availability", "population": "Private institutions", "grain": "institution x program type", "industry": "labor", "source_profile": "college", "join_keys": [ "UNITID", "program type" ], "visualization": "dot", "limit": "Program terms come from institutional pages.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions require or offer structured work programs?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 219664153 }, { "id": "KIT-084", "family": "private-colleges", "title": "Specialized Arts and Design Institutions", "question": "How concentrated are completions in arts fields at specialized institutions?", "metric": "Share of completions by field", "population": "Specialized institutions", "grain": "institution x CIP", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "CIP version", "year" ], "visualization": "treemap", "limit": "Field concentration is not program quality.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How concentrated are completions in arts fields at specialized institutions?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3322931515 }, { "id": "KIT-085", "family": "private-colleges", "title": "Private College Online Enrollment Share", "question": "What share of private college enrollment is exclusively online?", "metric": "Exclusively online share", "population": "Private institution students", "grain": "institution x year", "industry": "technology", "source_profile": "college", "join_keys": [ "UNITID", "fall term" ], "visualization": "area", "limit": "Distance education definitions changed in reporting.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of private college enrollment is exclusively online?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1357844927 }, { "id": "KIT-086", "family": "private-colleges", "title": "Out-of-State Private Net Price Bands", "question": "How does income-band net price compare at out-of-state private options?", "metric": "Net price by income band", "population": "Aided first-time undergraduates", "grain": "institution x income band x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "income band", "award year" ], "visualization": "heatmap", "limit": "Net price excludes unaided and continuing students.", "signal_id": "afford-income", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does income-band net price compare at out-of-state private options?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 231547086 }, { "id": "KIT-087", "family": "private-colleges", "title": "Private College Transfer Intake", "question": "What share of entering undergraduates are transfers at each private college?", "metric": "Transfer-in share", "population": "Entering undergraduates", "grain": "institution x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "fall term" ], "visualization": "bar", "limit": "Intake is not transfer completion.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of entering undergraduates are transfers at each private college?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2269023226 }, { "id": "KIT-088", "family": "private-colleges", "title": "Endowment Context per Student", "question": "How does endowment per student vary among private institutions?", "metric": "Endowment per FTE", "population": "Private institutions", "grain": "institution x fiscal year", "industry": "public-finance", "source_profile": "college", "join_keys": [ "UNITID", "fiscal year" ], "visualization": "scatter", "limit": "Endowment is context, not an aid promise.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does endowment per student vary among private institutions?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "public-finance" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4134619606 }, { "id": "KIT-089", "family": "private-colleges", "title": "Accreditation Status and Actions", "question": "Which accreditor actions are recorded for each private institution?", "metric": "Accreditation action events", "population": "Private institutions", "grain": "institution x accreditor x action date", "industry": "government", "source_profile": "college", "join_keys": [ "UNITID", "accreditor ID", "action date" ], "visualization": "calendar", "limit": "Action labels require accreditor definitions.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which accreditor actions are recorded for each private institution?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1715599322 }, { "id": "KIT-090", "family": "private-colleges", "title": "Graduate-Only Private Institutions", "question": "Which private institutions enroll graduate students only and in which fields?", "metric": "Graduate-only flag and fields", "population": "Graduate-only institutions", "grain": "institution x field", "industry": "research", "source_profile": "college", "join_keys": [ "UNITID", "CIP version" ], "visualization": "dot", "limit": "Professional schools may report under parent institutions.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private institutions enroll graduate students only and in which fields?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 95400732 }, { "id": "KIT-091", "family": "private-colleges", "title": "Private College Faculty Composition", "question": "What share of instructional staff is full time at each private institution?", "metric": "Full-time instructional share", "population": "Instructional staff", "grain": "institution x year", "industry": "labor", "source_profile": "college", "join_keys": [ "UNITID", "year" ], "visualization": "bar", "limit": "Staff categories do not indicate teaching load.", "signal_id": null, "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of instructional staff is full time at each private institution?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3219084109 }, { "id": "KIT-092", "family": "programs", "title": "Allied Health Program Pathways", "question": "Which allied health programs lead to which credential levels and licenses?", "metric": "Program availability and license link", "population": "Allied health programs", "grain": "institution x CIP x credential", "industry": "healthcare", "source_profile": "licensing", "join_keys": [ "UNITID", "CIP version", "license type" ], "visualization": "heatmap", "limit": "License requirements vary by state board.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which allied health programs lead to which credential levels and licenses?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2175975509 }, { "id": "KIT-093", "family": "programs", "title": "Nursing Pass Rate Trend by Program", "question": "How stable are licensure exam pass rates for each nursing program over time?", "metric": "Annual pass rate", "population": "First-time exam candidates", "grain": "program x year", "industry": "healthcare", "source_profile": "licensing", "join_keys": [ "program ID", "exam year", "board" ], "visualization": "small-multiples", "limit": "Small cohorts produce volatile rates.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How stable are licensure exam pass rates for each nursing program over time?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2307260007 }, { "id": "KIT-094", "family": "programs", "title": "Social Work Program Routes", "question": "Which social work programs connect to accreditation and licensure routes?", "metric": "Accreditation and license eligibility", "population": "Social work programs", "grain": "program x credential", "industry": "nonprofits", "source_profile": "licensing", "join_keys": [ "UNITID", "CIP", "accreditor ID", "license type" ], "visualization": "bar", "limit": "Eligibility rules are board-specific.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which social work programs connect to accreditation and licensure routes?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "nonprofits" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1325646323 }, { "id": "KIT-095", "family": "programs", "title": "Law School Cost and Bar Outcome Context", "question": "How do published law school costs relate to reported bar outcomes?", "metric": "Published cost and bar pass rate", "population": "Law school graduates", "grain": "school x year", "industry": "education", "source_profile": "licensing", "join_keys": [ "school ID", "year", "jurisdiction" ], "visualization": "scatter", "limit": "Disclosures are self-reported and not causal.", "signal_id": "afford-outcomes", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do published law school costs relate to reported bar outcomes?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2089375641 }, { "id": "KIT-096", "family": "programs", "title": "Pharmacy Program Pathways", "question": "Which pharmacy programs exist and what prerequisites do they publish?", "metric": "Program and prerequisite list", "population": "Pharmacy programs", "grain": "program x prerequisite", "industry": "healthcare", "source_profile": "licensing", "join_keys": [ "UNITID", "CIP", "catalog year" ], "visualization": "dot", "limit": "Prerequisites change by catalog year.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which pharmacy programs exist and what prerequisites do they publish?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3183987926 }, { "id": "KIT-097", "family": "programs", "title": "Trades Certificate to Apprenticeship Links", "question": "Which trades certificates connect to registered apprenticeship occupations?", "metric": "Certificate-to-occupation link", "population": "Trades programs", "grain": "program x occupation", "industry": "manufacturing", "source_profile": "licensing", "join_keys": [ "TOP or CIP", "SOC version", "apprenticeship program ID" ], "visualization": "network", "limit": "Links are documented crosswalks, not placement.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which trades certificates connect to registered apprenticeship occupations?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "manufacturing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 405705725 }, { "id": "KIT-098", "family": "programs", "title": "Cybersecurity Program Options", "question": "Which institutions offer cybersecurity programs at which credential levels?", "metric": "Program availability", "population": "Cybersecurity programs", "grain": "institution x CIP x credential", "industry": "technology", "source_profile": "college", "join_keys": [ "UNITID", "CIP version", "credential" ], "visualization": "bar", "limit": "CIP coding of security programs is inconsistent.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions offer cybersecurity programs at which credential levels?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2945310244 }, { "id": "KIT-099", "family": "programs", "title": "Quantitative Prerequisite Requirements", "question": "Which data and statistics programs require calculus or programming before entry?", "metric": "Prerequisite requirement", "population": "Data and statistics programs", "grain": "program x prerequisite", "industry": "technology", "source_profile": "college", "join_keys": [ "UNITID", "CIP", "catalog year" ], "visualization": "heatmap", "limit": "Requirements come from catalog text.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which data and statistics programs require calculus or programming before entry?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 264097440 }, { "id": "KIT-100", "family": "programs", "title": "Agriculture and Food Science Programs", "question": "Where are agriculture and food science programs offered relative to farm regions?", "metric": "Program location and county farm context", "population": "Agriculture programs", "grain": "institution x CIP x county", "industry": "agriculture", "source_profile": "agriculture", "join_keys": [ "UNITID", "CIP", "county FIPS", "census year" ], "visualization": "symbol-map", "limit": "Program presence is not regional employer demand.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are agriculture and food science programs offered relative to farm regions?", "sources_to_assess": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "agriculture" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2292988937 }, { "id": "KIT-101", "family": "programs", "title": "Energy Technician Training Programs", "question": "Which programs prepare for energy and utility technician occupations?", "metric": "Program-to-occupation link", "population": "Energy technician programs", "grain": "program x occupation", "industry": "energy", "source_profile": "labor", "join_keys": [ "CIP version", "SOC version", "crosswalk version" ], "visualization": "dot", "limit": "Crosswalk is many-to-many.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which programs prepare for energy and utility technician occupations?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "energy" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 99417998 }, { "id": "KIT-102", "family": "programs", "title": "Early Childhood Credential Routes", "question": "Which routes lead to early childhood credentials and permits?", "metric": "Route requirements", "population": "Early childhood candidates", "grain": "route x requirement", "industry": "education", "source_profile": "licensing", "join_keys": [ "credential type", "issuing body", "effective date" ], "visualization": "network", "limit": "Permit levels and renewal rules change.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which routes lead to early childhood credentials and permits?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1781711744 }, { "id": "KIT-103", "family": "programs", "title": "EMT and Paramedic Training Locations", "question": "Where are approved EMT and paramedic programs located by county?", "metric": "Approved program count", "population": "Emergency medical training programs", "grain": "program x county", "industry": "healthcare", "source_profile": "licensing", "join_keys": [ "program ID", "county FIPS", "approval date" ], "visualization": "symbol-map", "limit": "Approval status must be read from the authority list.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are approved EMT and paramedic programs located by county?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4254410103 }, { "id": "KIT-105", "family": "programs", "title": "Logistics and Supply Chain Programs", "question": "Which programs map to logistics occupations and where are they?", "metric": "Program-to-occupation link", "population": "Logistics programs", "grain": "program x occupation x region", "industry": "transportation", "source_profile": "labor", "join_keys": [ "CIP", "SOC", "region", "crosswalk version" ], "visualization": "dot", "limit": "Occupation links are not hiring evidence.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which programs map to logistics occupations and where are they?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3710304111 }, { "id": "KIT-107", "family": "programs", "title": "Program Unit Requirements", "question": "How do required units for similar programs vary across institutions?", "metric": "Required units", "population": "Degree and certificate programs", "grain": "program", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "program code", "catalog year" ], "visualization": "histogram", "limit": "Unit systems differ between quarter and semester.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do required units for similar programs vary across institutions?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 581590660 }, { "id": "KIT-108", "family": "programs", "title": "Stackable Credential Ladders", "question": "Which certificates are documented as stacking into higher credentials?", "metric": "Documented stacking link", "population": "Stackable credentials", "grain": "credential pair", "industry": "labor", "source_profile": "california", "join_keys": [ "program code", "parent program code", "catalog year" ], "visualization": "network", "limit": "Stacking claims need catalog verification.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which certificates are documented as stacking into higher credentials?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3395754819 }, { "id": "KIT-109", "family": "programs", "title": "Specialized Accreditation Lookup", "question": "Which programs hold specialized accreditation and from whom?", "metric": "Accreditation status", "population": "Accredited programs", "grain": "program x accreditor", "industry": "government", "source_profile": "licensing", "join_keys": [ "UNITID", "program code", "accreditor ID", "status date" ], "visualization": "heatmap", "limit": "Status dates may lag accreditor decisions.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which programs hold specialized accreditation and from whom?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 503377166 }, { "id": "KIT-110", "family": "programs", "title": "Advanced Manufacturing Programs", "question": "Which programs prepare for advanced manufacturing occupations by region?", "metric": "Program-to-occupation link", "population": "Manufacturing programs", "grain": "program x occupation x region", "industry": "manufacturing", "source_profile": "labor", "join_keys": [ "CIP", "SOC", "region", "crosswalk version" ], "visualization": "dot", "limit": "Regional employer demand needs separate evidence.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which programs prepare for advanced manufacturing occupations by region?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "manufacturing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4209170462 }, { "id": "KIT-111", "family": "programs", "title": "Environmental and Sustainability Programs", "question": "Where are environmental science and sustainability programs concentrated?", "metric": "Program count by field", "population": "Environmental programs", "grain": "institution x CIP", "industry": "environment", "source_profile": "college", "join_keys": [ "UNITID", "CIP version" ], "visualization": "treemap", "limit": "Field boundaries are fuzzy across CIP codes.", "signal_id": null, "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are environmental science and sustainability programs concentrated?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3722062981 }, { "id": "KIT-112", "family": "affordability", "title": "Cost of Attendance Components", "question": "Which cost components are included in each published attendance budget?", "metric": "Component amount and inclusion", "population": "Institutions reporting cost of attendance", "grain": "institution x component x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "component", "award year" ], "visualization": "stacked-bar", "limit": "Component definitions differ between institutions.", "signal_id": "afford-denominator", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which cost components are included in each published attendance budget?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2547060578 }, { "id": "KIT-113", "family": "affordability", "title": "Net Price by Income Band Trend", "question": "How has income-band net price changed over time at each institution?", "metric": "Net price by band", "population": "Aided first-time undergraduates", "grain": "institution x income band x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "income band", "award year" ], "visualization": "small-multiples", "limit": "Covered population excludes unaided students.", "signal_id": "afford-income", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How has income-band net price changed over time at each institution?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 923560737 }, { "id": "KIT-114", "family": "affordability", "title": "Housing Allowance versus Local Rent", "question": "How does the published housing allowance compare with local median rent?", "metric": "Allowance minus median gross rent", "population": "Off-campus students", "grain": "institution x county x year", "industry": "housing", "source_profile": "housing", "join_keys": [ "UNITID", "county FIPS", "ACS vintage", "award year" ], "visualization": "dumbbell", "limit": "Median rent is not student rent paid.", "signal_id": "afford-denominator", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does the published housing allowance compare with local median rent?", "sources_to_assess": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3561739362 }, { "id": "KIT-115", "family": "affordability", "title": "Cost and Completion Context Plot", "question": "How do net price and completion co-vary without implying causation?", "metric": "Net price and completion rate", "population": "Institution cohorts", "grain": "institution x cohort", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "cohort year", "award year" ], "visualization": "scatter", "limit": "Populations differ between the two measures.", "signal_id": "afford-outcomes", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do net price and completion co-vary without implying causation?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3718157517 }, { "id": "KIT-116", "family": "affordability", "title": "Grant versus Loan Share in Aid", "question": "What share of aid at each institution is grants rather than loans?", "metric": "Grant share of aid", "population": "Aided undergraduates", "grain": "institution x year", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "award year" ], "visualization": "stacked-bar", "limit": "Aid averages hide package variation.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of aid at each institution is grants rather than loans?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2708744551 }, { "id": "KIT-117", "family": "affordability", "title": "Cumulative Debt at Completion", "question": "What is the distribution of cumulative debt among completers by credential?", "metric": "Median cumulative debt", "population": "Federal borrowers who completed", "grain": "institution x credential", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "credential level", "cohort" ], "visualization": "box", "limit": "Non-borrowers are excluded by design.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What is the distribution of cumulative debt among completers by credential?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 938010682 }, { "id": "KIT-118", "family": "affordability", "title": "Repayment Status by Institution", "question": "What share of borrowers are in repayment progress by cohort?", "metric": "Repayment rate", "population": "Borrowers entering repayment", "grain": "institution x cohort", "industry": "education", "source_profile": "college", "join_keys": [ "UNITID", "repayment cohort" ], "visualization": "dot", "limit": "Repayment definitions changed across releases.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of borrowers are in repayment progress by cohort?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2726095782 }, { "id": "KIT-119", "family": "affordability", "title": "Federal Work-Study Availability", "question": "How much work-study funding does each institution report?", "metric": "Work-study recipients and amounts", "population": "Work-study recipients", "grain": "institution x year", "industry": "labor", "source_profile": "college", "join_keys": [ "UNITID", "award year" ], "visualization": "bar", "limit": "Availability is not an individual award.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How much work-study funding does each institution report?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1044976309 }, { "id": "KIT-120", "family": "affordability", "title": "California Aid Program Structure", "question": "Which state aid program types exist and how are eligibility definitions published?", "metric": "Program type and definition", "population": "State aid programs", "grain": "program x award year", "industry": "government", "source_profile": "aid", "join_keys": [ "program ID", "award year" ], "visualization": "heatmap", "limit": "No personalized eligibility determination.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which state aid program types exist and how are eligibility definitions published?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1621767962 }, { "id": "KIT-121", "family": "affordability", "title": "Aid Rule Change Timeline", "question": "When did published aid program rules change and what changed?", "metric": "Rule change events", "population": "Aid programs", "grain": "program x effective date", "industry": "government", "source_profile": "aid", "join_keys": [ "program ID", "effective date" ], "visualization": "calendar", "limit": "Changes must be read from official notices.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "When did published aid program rules change and what changed?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3117254915 }, { "id": "KIT-122", "family": "affordability", "title": "Tuition Guarantee Terms", "question": "Which institutions publish cohort tuition guarantees and for how long?", "metric": "Guarantee duration and scope", "population": "Entering cohorts", "grain": "institution x cohort", "industry": "education", "source_profile": "aid", "join_keys": [ "UNITID", "cohort year" ], "visualization": "interval", "limit": "Guarantees often exclude fees.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions publish cohort tuition guarantees and for how long?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 652856135 }, { "id": "KIT-123", "family": "affordability", "title": "Graduate Offer Components", "question": "How do stipend, waiver, fees, and duration combine in a graduate offer?", "metric": "Offer component amounts", "population": "Funded graduate offers", "grain": "program x offer component", "industry": "research", "source_profile": "aid", "join_keys": [ "UNITID", "program code", "offer year" ], "visualization": "waterfall", "limit": "Published terms may differ from individual letters.", "signal_id": "graduate-funding", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do stipend, waiver, fees, and duration combine in a graduate offer?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3761255262 }, { "id": "KIT-124", "family": "affordability", "title": "Graduate Payment Timing", "question": "When are tuition and fees due relative to stipend payments?", "metric": "Payment and disbursement dates", "population": "Graduate programs", "grain": "program x term x date", "industry": "education", "source_profile": "aid", "join_keys": [ "UNITID", "term", "date" ], "visualization": "calendar", "limit": "Dates come from campus billing calendars.", "signal_id": "graduate-duration", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "When are tuition and fees due relative to stipend payments?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3352096159 }, { "id": "KIT-125", "family": "affordability", "title": "Mandatory Health Insurance Fees", "question": "What do campuses charge for mandatory student health plans and what waives them?", "metric": "Plan fee and waiver rule", "population": "Enrolled students", "grain": "institution x year", "industry": "healthcare", "source_profile": "aid", "join_keys": [ "UNITID", "academic year" ], "visualization": "bar", "limit": "Waiver criteria are policy text.", "signal_id": "afford-denominator", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What do campuses charge for mandatory student health plans and what waives them?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1099600030 }, { "id": "KIT-126", "family": "affordability", "title": "Zero-Cost Course Materials Share", "question": "What share of sections use zero-cost materials at each college?", "metric": "Zero-cost section share", "population": "Course sections", "grain": "college x term", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "term" ], "visualization": "area", "limit": "Flagging practices vary by college.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of sections use zero-cost materials at each college?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3457480000 }, { "id": "KIT-127", "family": "affordability", "title": "Emergency Aid Program Directory", "question": "Which institutions publish emergency aid programs and their terms?", "metric": "Program availability and terms", "population": "Institutions", "grain": "institution x program", "industry": "nonprofits", "source_profile": "aid", "join_keys": [ "UNITID", "program ID" ], "visualization": "dot", "limit": "Availability does not show funding levels.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions publish emergency aid programs and their terms?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "nonprofits" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1308066781 }, { "id": "KIT-128", "family": "affordability", "title": "Outside Scholarship Displacement Policies", "question": "Which institutions reduce institutional aid when outside scholarships arrive?", "metric": "Displacement policy type", "population": "Institutions", "grain": "institution x policy", "industry": "education", "source_profile": "aid", "join_keys": [ "UNITID", "policy effective year" ], "visualization": "waffle", "limit": "Policies are text and may have exceptions.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions reduce institutional aid when outside scholarships arrive?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 277966120 }, { "id": "KIT-129", "family": "affordability", "title": "Basic Needs Support Directory", "question": "Which campuses publish food, housing, and basic needs support services?", "metric": "Service availability", "population": "Campuses", "grain": "institution x service", "industry": "nonprofits", "source_profile": "college", "join_keys": [ "UNITID", "service type" ], "visualization": "symbol-map", "limit": "Listing is not capacity or usage.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which campuses publish food, housing, and basic needs support services?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "nonprofits" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2799952682 }, { "id": "KIT-130", "family": "affordability", "title": "Transportation Allowance Context", "question": "How do transportation allowances compare with local commute cost indicators?", "metric": "Allowance versus commute indicator", "population": "Commuter students", "grain": "institution x year", "industry": "transportation", "source_profile": "transport", "join_keys": [ "UNITID", "county FIPS", "year" ], "visualization": "dumbbell", "limit": "Commute indicators are regional, not student-specific.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do transportation allowances compare with local commute cost indicators?", "sources_to_assess": [ "Bureau of Transportation Statistics", "Federal Transit Administration" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "transportation" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1085499673 }, { "id": "KIT-131", "family": "affordability", "title": "Veteran Education Benefit Participation", "question": "Which institutions participate in veteran tuition benefit programs?", "metric": "Participation and contribution terms", "population": "Participating institutions", "grain": "institution x year", "industry": "government", "source_profile": "aid", "join_keys": [ "UNITID", "program year" ], "visualization": "bar", "limit": "Participation is not individual eligibility.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions participate in veteran tuition benefit programs?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 183266173 }, { "id": "KIT-132", "family": "affordability", "title": "Aid Application and Verification Timeline", "question": "Which aid deadlines and verification steps fall when in the award cycle?", "metric": "Deadline and step dates", "population": "Aid applicants", "grain": "program x date", "industry": "government", "source_profile": "aid", "join_keys": [ "program ID", "award year", "date" ], "visualization": "calendar", "limit": "Deadlines shift by year and residency.", "signal_id": null, "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which aid deadlines and verification steps fall when in the award cycle?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2706944898 }, { "id": "KIT-133", "family": "transfer", "title": "Preparation, Admission, and Graduation Requirements", "question": "How do major preparation, admission, and graduation requirements differ for one pathway?", "metric": "Requirement type and course list", "population": "Transfer pathways", "grain": "receiving program x requirement type", "industry": "education", "source_profile": "articulation", "join_keys": [ "receiving ID", "major", "agreement year", "requirement type" ], "visualization": "heatmap", "limit": "Requirement categories must be read from official text.", "signal_id": "transfer-interpretation", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do major preparation, admission, and graduation requirements differ for one pathway?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3688807678 }, { "id": "KIT-134", "family": "transfer", "title": "Articulation Agreement Year Differences", "question": "What changed between two agreement years for the same pathway?", "metric": "Added, removed, and changed courses", "population": "Articulation agreements", "grain": "sending x receiving x major x year pair", "industry": "education", "source_profile": "articulation", "join_keys": [ "sending ID", "receiving ID", "major", "agreement year" ], "visualization": "dumbbell", "limit": "Never infer an agreement across years.", "signal_id": "transfer-year", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What changed between two agreement years for the same pathway?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3309083195 }, { "id": "KIT-135", "family": "transfer", "title": "Unarticulated Prerequisite Register", "question": "Which required courses lack articulation from a sending college?", "metric": "Unarticulated requirement count", "population": "Transfer pathways", "grain": "sending x receiving x course", "industry": "education", "source_profile": "articulation", "join_keys": [ "sending ID", "receiving ID", "course ID", "agreement year" ], "visualization": "heatmap", "limit": "Absence of articulation is not denial of credit.", "signal_id": "transfer-missing", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which required courses lack articulation from a sending college?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4207195664 }, { "id": "KIT-136", "family": "transfer", "title": "Equivalent Course Alternatives", "question": "Which other colleges articulate an equivalent course for a given requirement?", "metric": "Alternative articulated course count", "population": "Articulated courses", "grain": "requirement x alternative college", "industry": "education", "source_profile": "articulation", "join_keys": [ "receiving course ID", "sending ID", "agreement year" ], "visualization": "network", "limit": "Section availability is not in articulation data.", "signal_id": "transfer-alternatives", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which other colleges articulate an equivalent course for a given requirement?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1510118628 }, { "id": "KIT-137", "family": "transfer", "title": "Transfer Planning Tool Inventory", "question": "Which public transfer planning tools exist and what do they document?", "metric": "Tool features and source basis", "population": "Transfer planning tools", "grain": "tool x feature", "industry": "technology", "source_profile": "articulation", "join_keys": [ "tool ID", "version date" ], "visualization": "dot", "limit": "Feature claims are unverified.", "signal_id": "transfer-tool-reuse", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which public transfer planning tools exist and what do they document?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3129894769 }, { "id": "KIT-138", "family": "transfer", "title": "ADT Pathway Verification Questions", "question": "Which official rules govern an associate degree for transfer pathway to a given campus and major?", "metric": "Published rule and verification status", "population": "ADT pathways", "grain": "ADT x campus x major", "industry": "education", "source_profile": "articulation", "join_keys": [ "ADT ID", "campus ID", "major", "rule year" ], "visualization": "heatmap", "limit": "Never assume a guarantee to a particular campus or major.", "signal_id": "transfer-interpretation", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which official rules govern an associate degree for transfer pathway to a given campus and major?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 475454081 }, { "id": "KIT-139", "family": "transfer", "title": "UC Transfer Stages by Sending College", "question": "How do transfer applicants, admits, and enrollees compare by sending college and major?", "metric": "Counts by stage", "population": "UC transfer applicants", "grain": "sending x campus x major x year", "industry": "education", "source_profile": "california", "join_keys": [ "sending ID", "campus ID", "major", "year" ], "visualization": "flow", "limit": "Stages are not graduates.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do transfer applicants, admits, and enrollees compare by sending college and major?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3401522688 }, { "id": "KIT-140", "family": "transfer", "title": "Transfer Entrant Graduation at Receiving Campus", "question": "What share of transfer entrants graduate within a defined horizon?", "metric": "Transfer cohort graduation rate", "population": "Transfer entrants", "grain": "campus x transfer cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "cohort year", "horizon" ], "visualization": "dot", "limit": "Not linked to sending college.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of transfer entrants graduate within a defined horizon?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 610909060 }, { "id": "KIT-141", "family": "transfer", "title": "Transfer Credit Policy Comparison", "question": "How do maximum transferable units and residency rules compare?", "metric": "Unit caps and residency units", "population": "Receiving institutions", "grain": "institution x policy year", "industry": "education", "source_profile": "articulation", "join_keys": [ "UNITID", "catalog year" ], "visualization": "interval", "limit": "Policy text requires interpretation.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do maximum transferable units and residency rules compare?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1305757876 }, { "id": "KIT-142", "family": "transfer", "title": "General Education Pattern Coverage", "question": "Which general education pattern areas can be completed at each college?", "metric": "Area coverage", "population": "Community colleges", "grain": "college x GE area", "industry": "education", "source_profile": "articulation", "join_keys": [ "college ID", "pattern version", "area" ], "visualization": "waffle", "limit": "Pattern versions change by year.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which general education pattern areas can be completed at each college?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1431227498 }, { "id": "KIT-143", "family": "transfer", "title": "Reverse Transfer Degree Programs", "question": "Which institution pairs offer reverse transfer associate degrees?", "metric": "Program availability", "population": "Institution pairs", "grain": "sending x receiving", "industry": "education", "source_profile": "articulation", "join_keys": [ "sending ID", "receiving ID" ], "visualization": "bar", "limit": "Availability is not award counts.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institution pairs offer reverse transfer associate degrees?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 997959103 }, { "id": "KIT-144", "family": "transfer", "title": "Private College Articulation Availability", "question": "Which private institutions publish articulation with community colleges?", "metric": "Agreement availability", "population": "Private receiving institutions", "grain": "sending x private institution", "industry": "education", "source_profile": "articulation", "join_keys": [ "sending ID", "UNITID", "agreement year" ], "visualization": "heatmap", "limit": "Agreements may be partial or expired.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private institutions publish articulation with community colleges?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2512941471 }, { "id": "KIT-145", "family": "transfer", "title": "Transfer Admission Guarantee Terms", "question": "Which campuses publish transfer admission guarantee programs and what terms apply?", "metric": "Program terms and dates", "population": "Guarantee programs", "grain": "campus x program year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "program year" ], "visualization": "calendar", "limit": "Terms must be verified; no guarantee is assumed.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which campuses publish transfer admission guarantee programs and what terms apply?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 423509659 }, { "id": "KIT-146", "family": "transfer", "title": "Cross-Enrollment Options", "question": "Which institutions allow concurrent or cross-enrollment and under what rules?", "metric": "Option availability and rules", "population": "Institution pairs", "grain": "institution pair x rule", "industry": "education", "source_profile": "california", "join_keys": [ "institution ID", "partner ID", "rule year" ], "visualization": "network", "limit": "Rules are policy text.", "signal_id": "transfer-alternatives", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions allow concurrent or cross-enrollment and under what rules?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 442729175 }, { "id": "KIT-147", "family": "transfer", "title": "Units at Transfer Distribution", "question": "How many units do transfer entrants bring at entry?", "metric": "Units at entry", "population": "Transfer entrants", "grain": "campus x cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "cohort year" ], "visualization": "histogram", "limit": "Unit systems must be normalized.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How many units do transfer entrants bring at entry?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2410220208 }, { "id": "KIT-148", "family": "transfer", "title": "Out-of-State Transfer Origins", "question": "From which states do transfer entrants to California publics come?", "metric": "Entrant count by origin state", "population": "Transfer entrants", "grain": "campus x state x year", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "state", "year" ], "visualization": "choropleth", "limit": "Small counts may be suppressed.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "From which states do transfer entrants to California publics come?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4210434218 }, { "id": "KIT-149", "family": "transfer", "title": "Military Training Credit Policies", "question": "Which institutions publish policies for credit from military training?", "metric": "Policy type", "population": "Receiving institutions", "grain": "institution x policy", "industry": "government", "source_profile": "articulation", "join_keys": [ "UNITID", "policy year" ], "visualization": "bar", "limit": "Credit evaluation is case by case.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions publish policies for credit from military training?", "sources_to_assess": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1264185510 }, { "id": "KIT-150", "family": "transfer", "title": "Transfer Completions by Field", "question": "In which fields do transfer entrants complete degrees?", "metric": "Completions by field", "population": "Transfer completers", "grain": "campus x CIP x cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "CIP version", "cohort" ], "visualization": "treemap", "limit": "Field at entry may differ from field at completion.", "signal_id": null, "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "In which fields do transfer entrants complete degrees?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3145644517 }, { "id": "KIT-151", "family": "research", "title": "Research Expenditure by Field", "question": "Where is research expenditure concentrated by institution and field?", "metric": "R&D expenditure", "population": "HERD respondents", "grain": "institution x field x fiscal year", "industry": "research", "source_profile": "research", "join_keys": [ "institution ID", "field code", "fiscal year" ], "visualization": "treemap", "limit": "Spending is not impact or teaching quality.", "signal_id": null, "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where is research expenditure concentrated by institution and field?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2473833093 }, { "id": "KIT-152", "family": "research", "title": "R&D Funding Source Mix", "question": "What share of R&D is federal, state, industry, or institutional?", "metric": "Share by funding source", "population": "HERD respondents", "grain": "institution x source x year", "industry": "research", "source_profile": "research", "join_keys": [ "institution ID", "funding source", "fiscal year" ], "visualization": "stacked-bar", "limit": "Source categories changed in some survey years.", "signal_id": null, "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of R&D is federal, state, industry, or institutional?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 196725697 }, { "id": "KIT-153", "family": "research", "title": "Doctorates by Baccalaureate Origin", "question": "Which undergraduate institutions are origins of later doctorates by field?", "metric": "Doctorate count by origin", "population": "Doctorate recipients", "grain": "origin institution x field x year", "industry": "research", "source_profile": "research", "join_keys": [ "origin institution ID", "field", "doctorate year" ], "visualization": "bar", "limit": "No denominator of eligible graduates by field.", "signal_id": null, "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which undergraduate institutions are origins of later doctorates by field?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4138657559 }, { "id": "KIT-154", "family": "research", "title": "Doctorate Time to Degree", "question": "How does time to doctorate vary by field?", "metric": "Median years to degree", "population": "Doctorate recipients", "grain": "field x year", "industry": "research", "source_profile": "research", "join_keys": [ "field", "doctorate year" ], "visualization": "box", "limit": "Time definitions differ between surveys.", "signal_id": "graduate-duration", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does time to doctorate vary by field?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 623742081 }, { "id": "KIT-155", "family": "research", "title": "Postdoctoral Position Context", "question": "How many postdoctoral positions are reported by institution and field?", "metric": "Postdoc headcount", "population": "Postdoctoral appointees", "grain": "institution x field x year", "industry": "research", "source_profile": "research", "join_keys": [ "institution ID", "field", "survey year" ], "visualization": "dot", "limit": "Headcount is not career outcome.", "signal_id": null, "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How many postdoctoral positions are reported by institution and field?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3955515868 }, { "id": "KIT-172", "family": "careers", "title": "Occupational Concentration by Region", "question": "Where is employment in an occupation concentrated relative to the nation?", "metric": "Location quotient", "population": "Occupational employment", "grain": "region x SOC x year", "industry": "labor", "source_profile": "labor", "join_keys": [ "region", "SOC version", "year" ], "visualization": "choropleth", "limit": "Suppressed estimates leave gaps.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where is employment in an occupation concentrated relative to the nation?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1371774290 }, { "id": "KIT-173", "family": "careers", "title": "Wage Percentile Spread", "question": "How wide is the wage spread within an occupation by region?", "metric": "10th to 90th percentile wage", "population": "Occupational employment", "grain": "SOC x region", "industry": "labor", "source_profile": "labor", "join_keys": [ "SOC version", "region", "year" ], "visualization": "interval", "limit": "Percentiles exclude self-employed workers.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How wide is the wage spread within an occupation by region?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2589676317 }, { "id": "KIT-174", "family": "careers", "title": "Openings versus Growth", "question": "Which occupations have many openings despite low growth?", "metric": "Annual openings and projected change", "population": "Projected occupations", "grain": "SOC x projection period", "industry": "labor", "source_profile": "labor", "join_keys": [ "SOC version", "projection period", "geography" ], "visualization": "scatter", "limit": "Projections are not job security.", "signal_id": "career-resilience", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations have many openings despite low growth?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3809367005 }, { "id": "KIT-175", "family": "careers", "title": "Occupational Licensing Requirements Map", "question": "Which occupations require a license in which states and what is required?", "metric": "License requirement elements", "population": "Licensed occupations", "grain": "occupation x state", "industry": "government", "source_profile": "licensing", "join_keys": [ "SOC", "state", "board ID", "effective date" ], "visualization": "heatmap", "limit": "Board pages must be read individually.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations require a license in which states and what is required?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4057452151 }, { "id": "KIT-176", "family": "careers", "title": "Registered Apprenticeship Directory", "question": "Which registered apprenticeships are active by occupation and county?", "metric": "Active program count", "population": "Registered apprenticeship programs", "grain": "program x occupation x county", "industry": "manufacturing", "source_profile": "licensing", "join_keys": [ "program ID", "occupation code", "county FIPS" ], "visualization": "symbol-map", "limit": "Active status is not openings.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which registered apprenticeships are active by occupation and county?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "manufacturing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 81003117 }, { "id": "KIT-177", "family": "careers", "title": "Health Workforce Shortage Areas", "question": "Which areas are designated health professional shortage areas by discipline?", "metric": "Designation and score", "population": "Designated areas", "grain": "area x discipline x date", "industry": "healthcare", "source_profile": "health", "join_keys": [ "area ID", "discipline", "designation date" ], "visualization": "choropleth", "limit": "Designation is administrative, not vacancy count.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which areas are designated health professional shortage areas by discipline?", "sources_to_assess": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 917617890 }, { "id": "KIT-178", "family": "careers", "title": "Nursing Workforce Supply Trend", "question": "How has nursing employment changed by region over time?", "metric": "Nursing employment", "population": "Nursing occupations", "grain": "region x year", "industry": "healthcare", "source_profile": "health", "join_keys": [ "region", "SOC version", "year" ], "visualization": "line", "limit": "Employment counts jobs, not licensed persons.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How has nursing employment changed by region over time?", "sources_to_assess": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 437299605 }, { "id": "KIT-179", "family": "careers", "title": "Technology Occupations by Metro", "question": "How do technology occupation wages and employment compare across metros?", "metric": "Employment and median wage", "population": "Technology occupations", "grain": "SOC x metro", "industry": "technology", "source_profile": "labor", "join_keys": [ "SOC version", "CBSA code", "year" ], "visualization": "dot", "limit": "Remote work blurs metro attribution.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do technology occupation wages and employment compare across metros?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2471921203 }, { "id": "KIT-180", "family": "careers", "title": "Manufacturing Employment by County", "question": "Which counties show sustained manufacturing employment change?", "metric": "Quarterly employment", "population": "Manufacturing establishments", "grain": "county x NAICS x quarter", "industry": "manufacturing", "source_profile": "labor", "join_keys": [ "county FIPS", "NAICS version", "quarter" ], "visualization": "small-multiples", "limit": "Suppressed cells for small counties.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which counties show sustained manufacturing employment change?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "manufacturing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 441095716 }, { "id": "KIT-181", "family": "careers", "title": "Energy Sector Occupation Outlook", "question": "Which occupations are concentrated in energy industries and how are they projected?", "metric": "Industry-occupation employment and projection", "population": "Energy industry occupations", "grain": "SOC x NAICS x period", "industry": "energy", "source_profile": "labor", "join_keys": [ "SOC version", "NAICS version", "projection period" ], "visualization": "bar", "limit": "Industry boundaries for energy are contested.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations are concentrated in energy industries and how are they projected?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "energy" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1431796132 }, { "id": "KIT-182", "family": "careers", "title": "Transportation and Warehousing Jobs", "question": "Where are transportation and warehousing jobs growing by county?", "metric": "Employment change", "population": "Transportation establishments", "grain": "county x NAICS x year", "industry": "transportation", "source_profile": "labor", "join_keys": [ "county FIPS", "NAICS version", "year" ], "visualization": "choropleth", "limit": "Establishment relocations create jumps.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are transportation and warehousing jobs growing by county?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "transportation" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3278535650 }, { "id": "KIT-183", "family": "careers", "title": "Agricultural Labor Seasonality", "question": "How does agricultural employment vary by month and county?", "metric": "Monthly employment", "population": "Agricultural establishments", "grain": "county x month", "industry": "agriculture", "source_profile": "labor", "join_keys": [ "county FIPS", "NAICS version", "month" ], "visualization": "calendar", "limit": "Contract labor coverage is partial.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does agricultural employment vary by month and county?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "agriculture" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1282526456 }, { "id": "KIT-184", "family": "careers", "title": "Public Sector Employment Trend", "question": "How has government employment changed by level and region?", "metric": "Employment by ownership", "population": "Government employment", "grain": "government level x region x year", "industry": "government", "source_profile": "labor", "join_keys": [ "ownership code", "region", "year" ], "visualization": "area", "limit": "Education employment may be classified as government.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How has government employment changed by level and region?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 78521865 }, { "id": "KIT-185", "family": "careers", "title": "Nonprofit Employment Share", "question": "What share of regional employment is in nonprofit establishments?", "metric": "Nonprofit employment share", "population": "Covered establishments", "grain": "county x year", "industry": "nonprofits", "source_profile": "labor", "join_keys": [ "county FIPS", "year", "ownership code" ], "visualization": "bar", "limit": "Nonprofit identification depends on research datasets.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of regional employment is in nonprofit establishments?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "nonprofits" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 923825744 }, { "id": "KIT-186", "family": "careers", "title": "Retail Employment Shift", "question": "Which retail subsectors gained or lost employment over a period?", "metric": "Employment change", "population": "Retail establishments", "grain": "NAICS x year", "industry": "retail", "source_profile": "labor", "join_keys": [ "NAICS version", "year", "region" ], "visualization": "slope", "limit": "NAICS revisions move e-commerce.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which retail subsectors gained or lost employment over a period?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "retail" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1545433410 }, { "id": "KIT-187", "family": "careers", "title": "Hospitality Wage Comparison", "question": "How do hospitality wages compare across metros for the same occupation?", "metric": "Median wage", "population": "Hospitality occupations", "grain": "SOC x metro", "industry": "hospitality", "source_profile": "labor", "join_keys": [ "SOC version", "CBSA code", "year" ], "visualization": "dumbbell", "limit": "Tips reporting varies.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do hospitality wages compare across metros for the same occupation?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3835753636 }, { "id": "KIT-188", "family": "careers", "title": "Layoff Notice Tracker", "question": "Which employers filed layoff notices in a region and when?", "metric": "Notices and affected employees", "population": "Employers covered by notice law", "grain": "employer x notice date", "industry": "labor", "source_profile": "labor", "join_keys": [ "employer name", "county FIPS", "notice date" ], "visualization": "calendar", "limit": "Notices are not actual separations.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which employers filed layoff notices in a region and when?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2859781963 }, { "id": "KIT-189", "family": "careers", "title": "Teacher Labor Market Context", "question": "How do teacher openings and credential production compare by region?", "metric": "Openings and completers", "population": "Teaching occupations", "grain": "region x credential x year", "industry": "education", "source_profile": "labor", "join_keys": [ "region", "SOC", "credential type", "year" ], "visualization": "dot", "limit": "Completers may not enter teaching.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do teacher openings and credential production compare by region?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 904155953 }, { "id": "KIT-190", "family": "careers", "title": "Skills Crosswalk Coverage", "question": "Which occupations have documented skill profiles and how complete are they?", "metric": "Skill coverage", "population": "Occupations", "grain": "SOC x skill", "industry": "labor", "source_profile": "labor", "join_keys": [ "SOC version", "O*NET version", "skill ID" ], "visualization": "heatmap", "limit": "Skill ratings are survey-based.", "signal_id": "career-resilience", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations have documented skill profiles and how complete are they?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3311212415 }, { "id": "KIT-191", "family": "careers", "title": "Remote-Capable Work Context", "question": "Which occupations have work context attributes consistent with remote work?", "metric": "Work context indicator", "population": "Occupations", "grain": "SOC", "industry": "technology", "source_profile": "labor", "join_keys": [ "SOC version", "O*NET version" ], "visualization": "histogram", "limit": "Not actual remote work rates.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations have work context attributes consistent with remote work?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1286641021 }, { "id": "KIT-192", "family": "careers", "title": "Construction Trades Outlook", "question": "How do construction trade openings and wages compare by region?", "metric": "Openings and median wage", "population": "Construction trades", "grain": "SOC x region", "industry": "housing", "source_profile": "labor", "join_keys": [ "SOC version", "region", "projection period" ], "visualization": "bar", "limit": "Union and apprenticeship wages differ from averages.", "signal_id": null, "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do construction trade openings and wages compare by region?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 618432827 }, { "id": "KIT-193", "family": "business", "title": "Local Market Context Indicators", "question": "Which public indicators contextualize a local business idea before direct customer tests?", "metric": "Indicator coverage and uncertainty", "population": "Local trade areas", "grain": "indicator x geography", "industry": "local-business", "source_profile": "census", "join_keys": [ "GEOID", "ACS vintage", "NAICS version" ], "visualization": "bubble", "limit": "Population statistics are not demand.", "signal_id": "local-business-demand", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which public indicators contextualize a local business idea before direct customer tests?", "sources_to_assess": [ "Census Data", "Census County Business Patterns" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 127612642 }, { "id": "KIT-194", "family": "business", "title": "Establishment Density by Industry", "question": "How many establishments per resident exist by industry and county?", "metric": "Establishments per 10,000 residents", "population": "Establishments", "grain": "county x NAICS x year", "industry": "local-business", "source_profile": "census", "join_keys": [ "county FIPS", "NAICS version", "year" ], "visualization": "choropleth", "limit": "Noise-protected counts.", "signal_id": "local-business-demand", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How many establishments per resident exist by industry and county?", "sources_to_assess": [ "Census Data", "Census County Business Patterns" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2980703208 }, { "id": "KIT-195", "family": "business", "title": "Business Survival by Cohort", "question": "What share of new establishments survive by cohort and region?", "metric": "Survival rate", "population": "Establishment cohorts", "grain": "cohort x year x region", "industry": "local-business", "source_profile": "census", "join_keys": [ "cohort year", "age", "region" ], "visualization": "line", "limit": "Exits include relocations.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of new establishments survive by cohort and region?", "sources_to_assess": [ "Census Data", "Census County Business Patterns" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "local-business" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 67742915 }, { "id": "KIT-196", "family": "business", "title": "Segment Revenue Comparison", "question": "How is revenue split by reported segment at comparable public companies?", "metric": "Segment revenue", "population": "Public companies", "grain": "company x segment x fiscal period", "industry": "trade", "source_profile": "finance", "join_keys": [ "CIK", "segment", "fiscal period" ], "visualization": "treemap", "limit": "Segment definitions differ across filers.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How is revenue split by reported segment at comparable public companies?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "trade" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3939093076 }, { "id": "KIT-197", "family": "business", "title": "R&D Intensity Comparison", "question": "How does R&D spending relative to revenue compare across companies?", "metric": "R&D over revenue", "population": "Public companies", "grain": "company x fiscal year", "industry": "technology", "source_profile": "finance", "join_keys": [ "CIK", "fiscal year", "taxonomy version" ], "visualization": "scatter", "limit": "Tag usage varies by filer.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does R&D spending relative to revenue compare across companies?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2582035827 }, { "id": "KIT-198", "family": "business", "title": "Federal Contracts by County and Industry", "question": "Which industries receive federal contract dollars in each county?", "metric": "Obligated amount", "population": "Contract awards", "grain": "county x NAICS x fiscal year", "industry": "government", "source_profile": "finance", "join_keys": [ "county FIPS", "NAICS version", "fiscal year" ], "visualization": "heatmap", "limit": "Place of performance differs from recipient location.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which industries receive federal contract dollars in each county?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 592886616 }, { "id": "KIT-199", "family": "business", "title": "Federal Grant Flow by Program", "question": "How do grant obligations flow from agencies through programs to recipient types?", "metric": "Obligated amount", "population": "Grant awards", "grain": "agency x program x recipient type x year", "industry": "public-finance", "source_profile": "finance", "join_keys": [ "agency code", "program number", "recipient type", "fiscal year" ], "visualization": "sankey", "limit": "Subawards are incomplete.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do grant obligations flow from agencies through programs to recipient types?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "public-finance" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 976848526 }, { "id": "KIT-201", "family": "business", "title": "County Expenditure Change", "question": "Which spending categories drove year-over-year change in a county budget?", "metric": "Expenditure change by function", "population": "Reporting counties", "grain": "county x function x fiscal year", "industry": "public-finance", "source_profile": "finance", "join_keys": [ "county ID", "function code", "fiscal year" ], "visualization": "waterfall", "limit": "Function codes change with reporting rules.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which spending categories drove year-over-year change in a county budget?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "public-finance" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 996709839 }, { "id": "KIT-202", "family": "business", "title": "Municipal Debt Context", "question": "How does outstanding debt per resident compare across cities?", "metric": "Debt per capita", "population": "Reporting cities", "grain": "city x fiscal year", "industry": "public-finance", "source_profile": "finance", "join_keys": [ "city ID", "fiscal year", "population vintage" ], "visualization": "bar", "limit": "Not an investment assessment.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does outstanding debt per resident compare across cities?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "public-finance" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 544807537 }, { "id": "KIT-203", "family": "business", "title": "Electricity Price and Use by Sector", "question": "How do electricity prices and consumption vary by sector and state?", "metric": "Price and consumption", "population": "Utility customers by sector", "grain": "state x sector x month", "industry": "energy", "source_profile": "energy", "join_keys": [ "state", "sector", "month" ], "visualization": "line", "limit": "Monthly data are revised.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do electricity prices and consumption vary by sector and state?", "sources_to_assess": [ "EIA", "EPA Data" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 530188592 }, { "id": "KIT-206", "family": "business", "title": "Permits versus Household Growth", "question": "How do housing permits compare with household growth by county?", "metric": "Permits per new household", "population": "Counties", "grain": "county x year", "industry": "housing", "source_profile": "housing", "join_keys": [ "county FIPS", "year", "ACS vintage" ], "visualization": "dumbbell", "limit": "Permits are not completions.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do housing permits compare with household growth by county?", "sources_to_assess": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 243860391 }, { "id": "KIT-207", "family": "business", "title": "Rent Burden by Income", "question": "What share of households pay over thirty percent of income in rent by band?", "metric": "Rent-burdened share", "population": "Renter households", "grain": "county x income band", "industry": "housing", "source_profile": "housing", "join_keys": [ "county FIPS", "income band", "ACS vintage" ], "visualization": "stacked-bar", "limit": "Margins of error are large for small areas.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What share of households pay over thirty percent of income in rent by band?", "sources_to_assess": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2954816923 }, { "id": "KIT-208", "family": "business", "title": "Transit Ridership Trend", "question": "How has ridership changed by agency and mode?", "metric": "Unlinked passenger trips", "population": "Transit agencies", "grain": "agency x mode x month", "industry": "transportation", "source_profile": "transport", "join_keys": [ "agency ID", "mode", "month" ], "visualization": "area", "limit": "Reporting lags and restatements.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How has ridership changed by agency and mode?", "sources_to_assess": [ "Bureau of Transportation Statistics", "Federal Transit Administration" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "transportation" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2864490438 }, { "id": "KIT-209", "family": "business", "title": "Freight Flow Context", "question": "Which commodities move between regions and by what mode?", "metric": "Tonnage and value", "population": "Freight shipments", "grain": "origin x destination x commodity", "industry": "trade", "source_profile": "transport", "join_keys": [ "origin zone", "destination zone", "commodity code", "year" ], "visualization": "flow", "limit": "Survey-based flows carry sampling error.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which commodities move between regions and by what mode?", "sources_to_assess": [ "Bureau of Transportation Statistics", "Federal Transit Administration" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "trade" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2005874313 }, { "id": "KIT-210", "family": "business", "title": "Crop Acreage and Yield", "question": "How have acreage and yield changed by crop and county?", "metric": "Acres and yield", "population": "Crop production", "grain": "county x crop x year", "industry": "agriculture", "source_profile": "agriculture", "join_keys": [ "county FIPS", "crop code", "year" ], "visualization": "small-multiples", "limit": "County estimates are suppressed for small crops.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How have acreage and yield changed by crop and county?", "sources_to_assess": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "agriculture" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1709313545 }, { "id": "KIT-211", "family": "business", "title": "Farm Size Distribution", "question": "How are farms distributed by size class in each county?", "metric": "Farm count by size class", "population": "Farm operations", "grain": "county x size class", "industry": "agriculture", "source_profile": "agriculture", "join_keys": [ "county FIPS", "size class", "census year" ], "visualization": "histogram", "limit": "Census is every five years.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How are farms distributed by size class in each county?", "sources_to_assess": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "agriculture" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3896705270 }, { "id": "KIT-212", "family": "business", "title": "Health Facility Capacity Context", "question": "Where are hospitals and health centers located relative to population?", "metric": "Facilities per population", "population": "Health facilities", "grain": "facility x county", "industry": "healthcare", "source_profile": "health", "join_keys": [ "facility ID", "county FIPS", "population vintage" ], "visualization": "symbol-map", "limit": "No patient-level data.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are hospitals and health centers located relative to population?", "sources_to_assess": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "healthcare" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2741109101 }, { "id": "KIT-213", "family": "business", "title": "Grants to Nonprofits by Program", "question": "Which federal programs fund nonprofit recipients in a region?", "metric": "Obligated amount", "population": "Nonprofit grant recipients", "grain": "recipient type x program x region", "industry": "nonprofits", "source_profile": "finance", "join_keys": [ "recipient type", "program number", "region", "fiscal year" ], "visualization": "bar", "limit": "Recipient typing is self-reported.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which federal programs fund nonprofit recipients in a region?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Proposed analysis at the declared grain. 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No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "nonprofits" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2079054001 }, { "id": "KIT-214", "family": "business", "title": "Retail Trade Context by Area", "question": "How do retail establishment counts and payroll compare across areas?", "metric": "Establishments and payroll", "population": "Retail establishments", "grain": "county x NAICS x year", "industry": "retail", "source_profile": "census", "join_keys": [ "county FIPS", "NAICS version", "year" ], "visualization": "choropleth", "limit": "Payroll is not sales.", "signal_id": null, "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do retail establishment counts and payroll compare across areas?", "sources_to_assess": [ "Census Data", "Census County Business Patterns" ], "method": "Proposed analysis at the declared grain. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2712348087 }, { "id": "KIT-225", "family": "sports", "title": "Travel Distance in Schedules", "question": "How far do teams travel across a season schedule?", "metric": "Distance between consecutive venues", "population": "Scheduled games", "grain": "game", "industry": "transportation", "source_profile": "sports", "join_keys": [ "league", "season", "venue ID", "game date" ], "visualization": "histogram", "limit": "Venue coordinates need a verified source.", "signal_id": null, "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How far do teams travel across a season schedule?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2939655327 }, { "id": "KIT-227", "family": "sports", "title": "Youth League Season Calendars", "question": "When do youth league seasons and registrations run by sport?", "metric": "Season and registration dates", "population": "Youth leagues", "grain": "league x season", "industry": "sports", "source_profile": "sports", "join_keys": [ "league ID", "season", "sport" ], "visualization": "calendar", "limit": "Official league pages only.", "signal_id": null, "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "When do youth league seasons and registrations run by sport?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1906090361 }, { "id": "KIT-229", "family": "sports", "title": "Conference Membership Changes", "question": "Which institutions moved between conferences and when?", "metric": "Membership change count", "population": "Member institutions", "grain": "institution x conference x year", "industry": "sports", "source_profile": "sports", "join_keys": [ "UNITID", "conference ID", "effective year" ], "visualization": "flow", "limit": "Effective dates differ by sport.", "signal_id": null, "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions moved between conferences and when?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Proposed analysis at the declared grain. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. 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Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3818934208 }, { "id": "KIT-236", "family": "operations", "title": "Suppression and Small-Cell Register", "question": "Which tables apply suppression rules and how many cells are affected?", "metric": "Suppressed cell share", "population": "Source tables", "grain": "table x cell rule", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "source ID", "table ID", "rule ID" ], "visualization": "histogram", "limit": "Suppressed is not zero.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which tables apply suppression rules and how many cells are affected?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2392727497 }, { "id": "KIT-237", "family": "operations", "title": "Period Compatibility Matrix", "question": "Which source pairs use incompatible fiscal, academic, or calendar periods?", "metric": "Period compatibility flag", "population": "Source pairs", "grain": "source pair", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "source ID", "partner source ID", "period type" ], "visualization": "heatmap", "limit": "Compatibility must be re-checked per release.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which source pairs use incompatible fiscal, academic, or calendar periods?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 55959773 }, { "id": "KIT-238", "family": "operations", "title": "Revision History Monitor", "question": "How often and how much do source releases revise prior values?", "metric": "Revision magnitude", "population": "Source releases", "grain": "source x release", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "source ID", "release date" ], "visualization": "line", "limit": "Only observed releases are covered.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How often and how much do source releases revise prior values?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2471812748 }, { "id": "KIT-239", "family": "operations", "title": "Schema Drift Detector", "question": "Which fields were added, removed, or retyped between source versions?", "metric": "Field change count", "population": "Source schemas", "grain": "source x field x version", "industry": "technology", "source_profile": "operations", "join_keys": [ "source ID", "field ID", "version" ], "visualization": "calendar", "limit": "Semantic changes may not change schema.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which fields were added, removed, or retyped between source versions?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 49522695 }, { "id": "KIT-240", "family": "operations", "title": "Crosswalk Fanout Audit", "question": "How much row multiplication does each many-to-many crosswalk produce?", "metric": "Fanout ratio", "population": "Crosswalk joins", "grain": "crosswalk x source row", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "crosswalk version", "source key", "target key" ], "visualization": "histogram", "limit": "High fanout invalidates sums.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How much row multiplication does each many-to-many crosswalk produce?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 210039769 }, { "id": "KIT-241", "family": "operations", "title": "Preview Data Labeling", "question": "Which chart previews use fictional data and are labeled as such?", "metric": "Label compliance", "population": "Chart previews", "grain": "preview x kit", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "preview ID", "kit ID" ], "visualization": "waffle", "limit": "Unlabeled previews block publication.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which chart previews use fictional data and are labeled as such?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3714891602 }, { "id": "KIT-242", "family": "operations", "title": "Cross-Dataset Query Template Library", "question": "Which reusable query templates join which source profiles?", "metric": "Template coverage", "population": "Query templates", "grain": "template x source profile", "industry": "technology", "source_profile": "operations", "join_keys": [ "template ID", "source profile", "version" ], "visualization": "network", "limit": "Templates are designs until validated.", "signal_id": "reusable-dashboards", "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which reusable query templates join which source profiles?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 940474642 }, { "id": "KIT-243", "family": "operations", "title": "Acceptance Check Ledger", "question": "Which acceptance checks passed, failed, or were skipped per kit run?", "metric": "Check outcome", "population": "Kit validation runs", "grain": "kit x check x run", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "kit ID", "check ID", "run ID" ], "visualization": "heatmap", "limit": "Skipped is not passed.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which acceptance checks passed, failed, or were skipped per kit run?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3286885488 }, { "id": "KIT-244", "family": "operations", "title": "Cost per Validated Record", "question": "What does each validated record cost by run and source?", "metric": "Cost per record", "population": "Processing runs", "grain": "run x source", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "run ID", "source ID", "billing class" ], "visualization": "scatter", "limit": "Estimates are not actual charges.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What does each validated record cost by run and source?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2508735854 }, { "id": "KIT-245", "family": "operations", "title": "Retrieval Trace Register", "question": "Can each delivered field be traced to a source span and version?", "metric": "Traceability coverage", "population": "Delivered fields", "grain": "request x field x source span", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "request ID", "field ID", "source ID", "version" ], "visualization": "network", "limit": "No operational customer data.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Can each delivered field be traced to a source span and version?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 41104321 }, { "id": "KIT-246", "family": "operations", "title": "Evidence State Taxonomy", "question": "How many claims sit in each evidence state across the catalog?", "metric": "Claim count by state", "population": "Catalog claims", "grain": "claim x state", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "claim ID", "state", "kit ID" ], "visualization": "stacked-bar", "limit": "States must be reassessed on source change.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How many claims sit in each evidence state across the catalog?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 27900802 }, { "id": "KIT-247", "family": "operations", "title": "License Compatibility Matrix", "question": "Which source license pairs can be combined in one output?", "metric": "Compatibility flag", "population": "License pairs", "grain": "license pair", "industry": "government", "source_profile": "operations", "join_keys": [ "license ID", "partner license ID" ], "visualization": "heatmap", "limit": "Needs legal review; not legal advice.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which source license pairs can be combined in one output?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3500333464 }, { "id": "KIT-248", "family": "operations", "title": "Refresh Cadence Planner", "question": "When is each source expected to release and when is a refresh due?", "metric": "Expected release date", "population": "Registered sources", "grain": "source x cadence", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "source ID", "cadence", "next release" ], "visualization": "calendar", "limit": "Publisher schedules change.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "When is each source expected to release and when is a refresh due?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2574366254 }, { "id": "KIT-249", "family": "operations", "title": "Export Manifest Register", "question": "Which exports exist with checksums, versions, and schema references?", "metric": "Manifest completeness", "population": "Exports", "grain": "export x version", "industry": "technology", "source_profile": "operations", "join_keys": [ "export ID", "version", "checksum" ], "visualization": "dot", "limit": "Manifest presence is not acceptance.", "signal_id": null, "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which exports exist with checksums, versions, and schema references?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "technology" ], "source_state": "candidate_not_ingested", "signal_evidence": "research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2364261326 }, { "id": "KIT-250", "family": "operations", "title": "Catalog Facet Coverage", "question": "Which kits lack values for required search facets?", "metric": "Facet completeness", "population": "Catalog kits", "grain": "kit x facet", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "kit ID", "facet ID" ], "visualization": "waffle", "limit": "Facet gaps degrade search for 1000+ kits.", "signal_id": "dashboard-audiences", "category": "Operations and Agents", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which kits lack values for required search facets?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Source access and reuse verified", "Metric, population and period defined", "Identifier and cardinality checks passed", "Missing and suppressed values preserved", "Exports and visual claims checked" ], "data_path": null, "audiences": [ "Operations Teams", "Analysts", "Agents" ], "industries": [ "agent-operations" ], "source_state": "candidate_not_ingested", "signal_evidence": "theme_inspired_unvalidated", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2698602801 }, { "id": "KIT-251", "family": "public-colleges", "title": "Returning Adult Enrollment", "question": "Which public campuses enroll returning adults without combining undergraduate and graduate populations?", "metric": "Undergraduate enrollment by published age band", "population": "Public-campus undergraduates", "grain": "campus, age band and reporting fall", "industry": "education", "source_profile": "california", "join_keys": [ "institution ID", "age band", "reporting fall" ], "visualization": "dot", "limit": "Age bands do not identify students who stopped out or returned.", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which public campuses enroll returning adults without combining undergraduate and graduate populations?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Age bands do not identify students who stopped out or returned.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2072008664 }, { "id": "KIT-252", "family": "public-colleges", "title": "Part-Time Completion Coverage", "question": "Where are part-time public-college completion outcomes actually reported?", "metric": "Reported part-time completion numerator and cohort denominator", "population": "Part-time entering cohorts with published outcomes", "grain": "institution, entering cohort and attendance status", "industry": "education", "source_profile": "california", "join_keys": [ "institution ID", "cohort year", "attendance status" ], "visualization": "dot", "limit": "Do not substitute full-time first-time graduation rates for part-time outcomes.", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are part-time public-college completion outcomes actually reported?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Do not substitute full-time first-time graduation rates for part-time outcomes.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2795225331 }, { "id": "KIT-253", "family": "public-colleges", "title": "Student Services Spending Context", "question": "How does public-campus student-services spending compare after aligning enrollment measures?", "metric": "Student-services expense per consistently defined FTE", "population": "Public institutions with comparable accounting records", "grain": "institution, fiscal year and accounting basis", "industry": "education", "source_profile": "california", "join_keys": [ "institution ID", "fiscal year", "FTE definition" ], "visualization": "dot", "limit": "Accounting differences and shared system expenses can invalidate comparisons.", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How does public-campus student-services spending compare after aligning enrollment measures?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Accounting differences and shared system expenses can invalidate comparisons.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1138284041 }, { "id": "KIT-254", "family": "public-colleges", "title": "Instructional Capacity and Enrollment Change", "question": "Where has enrollment changed faster than reported instructional staffing?", "metric": "Enrollment change alongside instructional FTE change", "population": "Public campuses with compatible staffing releases", "grain": "institution and matched reporting interval", "industry": "education", "source_profile": "california", "join_keys": [ "institution ID", "staff category", "period" ], "visualization": "dot", "limit": "Staffing ratios do not measure class availability or teaching quality.", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where has enrollment changed faster than reported instructional staffing?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Staffing ratios do not measure class availability or teaching quality.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1165021323 }, { "id": "KIT-255", "family": "public-colleges", "title": "Commuter Student Support Coverage", "question": "Which campuses publish evening service hours relevant to commuter students?", "metric": "Documented advising, library and support service windows", "population": "Public-campus commuter-facing services", "grain": "campus, service, term and day type", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "service type", "term" ], "visualization": "dot", "limit": "Published hours require current checks and do not establish actual utilization.", "category": "Public College Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which campuses publish evening service hours relevant to commuter students?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Published hours require current checks and do not establish actual utilization.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1411166533 }, { "id": "KIT-256", "family": "private-colleges", "title": "Institution Closure and Teach-Out Evidence", "question": "Which private-college closure notices document teach-out destinations and affected programs?", "metric": "Published closure dates and named teach-out arrangements", "population": "Institutions with official closure notices", "grain": "institution, notice revision and program", "industry": "labor", "source_profile": "college", "join_keys": [ "institution ID", "notice date", "program" ], "visualization": "heatmap", "limit": "A named destination is not proof that every credit or financial obligation transfers.", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private-college closure notices document teach-out destinations and affected programs?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A named destination is not proof that every credit or financial obligation transfers.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1636182035 }, { "id": "KIT-257", "family": "private-colleges", "title": "Net Price Reporting Coverage", "question": "Which private colleges omit net-price data for income groups relevant to a comparison?", "metric": "Available, suppressed and missing income-band cells", "population": "Private institutions in an identified release", "grain": "institution, income band and release", "industry": "labor", "source_profile": "college", "join_keys": [ "institution ID", "income band", "release year" ], "visualization": "heatmap", "limit": "Missing cells cannot be treated as zero cost or affordability evidence.", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private colleges omit net-price data for income groups relevant to a comparison?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Missing cells cannot be treated as zero cost or affordability evidence.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2612306560 }, { "id": "KIT-258", "family": "private-colleges", "title": "Small-College Volatility", "question": "How sensitive are private-college completion comparisons to small cohort sizes?", "metric": "Cohort count and year-to-year rate variation", "population": "Private institutions with published cohort counts", "grain": "institution, cohort and outcome window", "industry": "labor", "source_profile": "college", "join_keys": [ "institution ID", "entering cohort", "outcome definition" ], "visualization": "heatmap", "limit": "Small-cohort variation does not establish institutional improvement or decline.", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How sensitive are private-college completion comparisons to small cohort sizes?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Small-cohort variation does not establish institutional improvement or decline.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 131557978 }, { "id": "KIT-259", "family": "private-colleges", "title": "Private-College Aid Recipient Coverage", "question": "How much of a private college's student population is represented by its published aid averages?", "metric": "Aid-recipient count divided by matching eligible population", "population": "Private undergraduate aid reporting populations", "grain": "institution, aid type and academic year", "industry": "labor", "source_profile": "college", "join_keys": [ "institution ID", "aid program", "population definition" ], "visualization": "heatmap", "limit": "Recipient averages do not describe every student's expected award.", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How much of a private college's student population is represented by its published aid averages?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Recipient averages do not describe every student's expected award.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1040328809 }, { "id": "KIT-260", "family": "private-colleges", "title": "Private Program Discontinuation Notices", "question": "Which private-college programs have official discontinuation or enrollment-pause notices?", "metric": "Documented program status and effective term", "population": "Officially announced private-college program changes", "grain": "institution, program and notice revision", "industry": "labor", "source_profile": "college", "join_keys": [ "institution ID", "program identifier", "effective term" ], "visualization": "heatmap", "limit": "Absence of a notice does not establish that admissions remain open.", "category": "Private and Specialized Colleges", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which private-college programs have official discontinuation or enrollment-pause notices?", "sources_to_assess": [ "NCES IPEDS", "College Scorecard" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Absence of a notice does not establish that admissions remain open.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "labor" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 202504889 }, { "id": "KIT-261", "family": "programs", "title": "Licensure Exam Cohort Reconciliation", "question": "Which program pass-rate tables reconcile first-time testers, repeat testers and total attempts?", "metric": "Pass counts and denominators by tester category", "population": "Published licensing-exam cohorts", "grain": "program, exam, cohort and attempt category", "industry": "environment", "source_profile": "licensing", "join_keys": [ "program ID", "exam type", "cohort" ], "visualization": "interval", "limit": "Attempt-based and person-based pass rates must remain separate.", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which program pass-rate tables reconcile first-time testers, repeat testers and total attempts?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Attempt-based and person-based pass rates must remain separate.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4247901871 }, { "id": "KIT-262", "family": "programs", "title": "Clinical Placement Requirements", "question": "Which training programs require students to obtain their own clinical placement?", "metric": "Published placement responsibility and required clinical hours", "population": "Programs with official clinical requirement documents", "grain": "program, credential and catalog year", "industry": "environment", "source_profile": "licensing", "join_keys": [ "program ID", "credential", "catalog year" ], "visualization": "interval", "limit": "Published requirements do not prove placement availability or admission eligibility.", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which training programs require students to obtain their own clinical placement?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Published requirements do not prove placement availability or admission eligibility.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4045081312 }, { "id": "KIT-263", "family": "programs", "title": "Program Completion Time Evidence", "question": "Where do program-specific time-to-completion distributions exist rather than advertised duration?", "metric": "Observed completion-time distribution and population definition", "population": "Program completers with public outcome reporting", "grain": "program, completion cohort and attendance basis", "industry": "environment", "source_profile": "licensing", "join_keys": [ "program ID", "cohort", "attendance basis" ], "visualization": "interval", "limit": "Advertised course length cannot replace observed completion time.", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where do program-specific time-to-completion distributions exist rather than advertised duration?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Advertised course length cannot replace observed completion time.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1892084804 }, { "id": "KIT-264", "family": "programs", "title": "Credential Examination Cost Components", "question": "What costs are excluded when comparing tuition-only credential programs?", "metric": "Published exam, licensing, equipment and placement fees", "population": "Credential pathways with itemized official fees", "grain": "program, cost component and price year", "industry": "environment", "source_profile": "licensing", "join_keys": [ "program ID", "component", "effective year" ], "visualization": "interval", "limit": "Missing fees remain unknown and cannot be silently set to zero.", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "What costs are excluded when comparing tuition-only credential programs?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Missing fees remain unknown and cannot be silently set to zero.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2407596401 }, { "id": "KIT-265", "family": "programs", "title": "Program-to-License Eligibility Exceptions", "question": "Which published credential pathways contain state-specific eligibility exceptions?", "metric": "Documented prerequisite, residency and license eligibility conditions", "population": "Programs preparing learners for regulated occupations", "grain": "program, jurisdiction and rule revision", "industry": "environment", "source_profile": "licensing", "join_keys": [ "program ID", "jurisdiction", "rule effective date" ], "visualization": "interval", "limit": "Program completion is not proof that an individual qualifies for licensure.", "category": "Programs and Credentials", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which published credential pathways contain state-specific eligibility exceptions?", "sources_to_assess": [ "California Department of Consumer Affairs", "Apprenticeship.gov" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Program completion is not proof that an individual qualifies for licensure.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Job Seekers", "Counselors", "Analysts", "Agents" ], "industries": [ "environment" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2659048508 }, { "id": "KIT-266", "family": "affordability", "title": "Aid Renewal Conditions", "question": "Which scholarships have renewal conditions that materially change multi-year affordability?", "metric": "Published renewal GPA, units, duration and deadlines", "population": "Official renewable institutional scholarships", "grain": "award, entering cohort and rule revision", "industry": "government", "source_profile": "aid", "join_keys": [ "institution ID", "award ID", "cohort" ], "visualization": "waterfall", "limit": "A renewal condition is not a prediction that an individual will retain funding.", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which scholarships have renewal conditions that materially change multi-year affordability?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A renewal condition is not a prediction that an individual will retain funding.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3960111514 }, { "id": "KIT-267", "family": "affordability", "title": "Summer Enrollment Cost Gaps", "question": "How do published annual budgets handle optional or required summer enrollment?", "metric": "Published summer tuition, fees and budget period coverage", "population": "Programs with official summer cost schedules", "grain": "program, summer session and residency", "industry": "government", "source_profile": "aid", "join_keys": [ "program ID", "session", "residency", "cost basis" ], "visualization": "waterfall", "limit": "Do not add summer charges twice when a program budget already includes them.", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do published annual budgets handle optional or required summer enrollment?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Do not add summer charges twice when a program budget already includes them.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1089410271 }, { "id": "KIT-268", "family": "affordability", "title": "Aid Refund Timing Windows", "question": "Which institutions publish when aid credits may become available for living costs?", "metric": "Documented disbursement and refund processing windows", "population": "Official institutional aid calendars", "grain": "institution, term, aid category and calendar revision", "industry": "government", "source_profile": "aid", "join_keys": [ "institution ID", "term", "aid category" ], "visualization": "waterfall", "limit": "Published timing is conditional and does not guarantee an individual's deposit date.", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which institutions publish when aid credits may become available for living costs?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Published timing is conditional and does not guarantee an individual's deposit date.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1739153223 }, { "id": "KIT-269", "family": "affordability", "title": "Dependent-Care Budget Adjustments", "question": "Which colleges explain the process for requesting dependent-care cost adjustments?", "metric": "Published eligibility documentation and adjustment process", "population": "Institutions with official cost-of-attendance adjustment guidance", "grain": "institution, expense category and policy year", "industry": "government", "source_profile": "aid", "join_keys": [ "institution ID", "policy year", "expense category" ], "visualization": "waterfall", "limit": "An allowed budget adjustment is not a grant or guaranteed additional aid.", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which colleges explain the process for requesting dependent-care cost adjustments?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. An allowed budget adjustment is not a grant or guaranteed additional aid.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4172132977 }, { "id": "KIT-270", "family": "affordability", "title": "Loan Origination Fee Comparability", "question": "Which published budgets include loan fees and for which borrowing assumptions?", "metric": "Published loan-fee allowance and stated borrower assumptions", "population": "Official undergraduate cost-of-attendance budgets", "grain": "institution, residency, housing and budget year", "industry": "government", "source_profile": "aid", "join_keys": [ "institution ID", "budget year", "population" ], "visualization": "waterfall", "limit": "An allowance is not a charge paid by every student or an actual loan offer.", "category": "Affordability and Aid", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which published budgets include loan fees and for which borrowing assumptions?", "sources_to_assess": [ "Federal Student Aid", "California Student Aid Commission" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. An allowance is not a charge paid by every student or an actual loan offer.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "government" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3648536898 }, { "id": "KIT-271", "family": "transfer", "title": "Transfer Graduation Denominator Audit", "question": "Which sending-college comparisons track graduates rather than applicants or entering transfers?", "metric": "Linked transfer-entrant counts and later degree counts", "population": "Transfer cohorts with published linked outcomes", "grain": "sending college, receiving campus, entry cohort and outcome window", "industry": "education", "source_profile": "california", "join_keys": [ "sending college ID", "receiving campus ID", "entry cohort" ], "visualization": "flow", "limit": "Do not label a college the largest producer of UC graduates without linked graduation counts.", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which sending-college comparisons track graduates rather than applicants or entering transfers?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Do not label a college the largest producer of UC graduates without linked graduation counts.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1030052149 }, { "id": "KIT-272", "family": "transfer", "title": "Transfer Major Switching", "question": "Where are transfer students' entry majors and graduation majors reported together?", "metric": "Published major-transition counts and cohort totals", "population": "Transfer entrants with linked program outcomes", "grain": "entry major, final major, campus and cohort", "industry": "education", "source_profile": "california", "join_keys": [ "campus ID", "student cohort aggregate", "program crosswalk" ], "visualization": "flow", "limit": "Aggregate transitions cannot establish why a student changed majors.", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where are transfer students' entry majors and graduation majors reported together?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Aggregate transitions cannot establish why a student changed majors.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3775969008 }, { "id": "KIT-273", "family": "transfer", "title": "Course Renumbering and Articulation", "question": "Which course-renumbering changes require an explicit historical articulation crosswalk?", "metric": "Documented old-to-new course mappings and effective terms", "population": "Official community-college articulation agreements", "grain": "sending course, receiving requirement and agreement year", "industry": "education", "source_profile": "california", "join_keys": [ "college ID", "course ID", "effective term", "agreement ID" ], "visualization": "flow", "limit": "A matching course title does not prove course equivalence across years.", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which course-renumbering changes require an explicit historical articulation crosswalk?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A matching course title does not prove course equivalence across years.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3999354020 }, { "id": "KIT-274", "family": "transfer", "title": "Articulation Series Completion Rules", "question": "Which transfer agreements require a full course sequence rather than individual course matches?", "metric": "Published sequence, conjunction and completion conditions", "population": "Official major-preparation articulation agreements", "grain": "agreement, requirement group and academic year", "industry": "education", "source_profile": "california", "join_keys": [ "agreement ID", "requirement group", "agreement year" ], "visualization": "flow", "limit": "Do not turn an AND sequence into independent OR alternatives.", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which transfer agreements require a full course sequence rather than individual course matches?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Do not turn an AND sequence into independent OR alternatives.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3466200816 }, { "id": "KIT-275", "family": "transfer", "title": "Transfer Outcome Reporting Lag", "question": "How long after transfer entry do published outcome comparisons become available?", "metric": "Elapsed time between cohort entry, outcome window and release", "population": "Official transfer outcome releases", "grain": "system, cohort, outcome horizon and release", "industry": "education", "source_profile": "california", "join_keys": [ "system ID", "cohort", "horizon", "release date" ], "visualization": "flow", "limit": "A newer publication date does not make its underlying cohort more recent.", "category": "Transfer Pathways", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How long after transfer entry do published outcome comparisons become available?", "sources_to_assess": [ "UC Information Center", "CSU Data", "CCC DataMart" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A newer publication date does not make its underlying cohort more recent.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Students", "Counselors", "Analysts", "Agents" ], "industries": [ "education" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2525995972 }, { "id": "KIT-276", "family": "research", "title": "Research Affiliation Attribution", "question": "How do campus publication counts change when hospital and laboratory affiliations are resolved explicitly?", "metric": "Publication counts under documented affiliation mappings", "population": "Public research metadata with resolvable institutional affiliations", "grain": "work, affiliation mapping and snapshot", "industry": "research", "source_profile": "research", "join_keys": [ "work ID", "organization ID", "mapping revision" ], "visualization": "small-multiples", "limit": "Institutional-name matching can duplicate or misattribute affiliated research.", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How do campus publication counts change when hospital and laboratory affiliations are resolved explicitly?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Institutional-name matching can duplicate or misattribute affiliated research.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4238501613 }, { "id": "KIT-277", "family": "research", "title": "Citation Window Sensitivity", "question": "How sensitive are citation comparisons to the length of the observation window?", "metric": "Citations within fixed windows by field and publication year", "population": "Works in an explicitly defined metadata snapshot", "grain": "work, field, publication year and citation cutoff", "industry": "research", "source_profile": "research", "join_keys": [ "work ID", "field taxonomy", "cutoff date" ], "visualization": "small-multiples", "limit": "Longer exposure produces more citations and is not a fair quality advantage.", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How sensitive are citation comparisons to the length of the observation window?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Longer exposure produces more citations and is not a fair quality advantage.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 427559823 }, { "id": "KIT-278", "family": "research", "title": "Research Dataset Reproducibility Links", "question": "Which research outputs provide persistent links to underlying data and code?", "metric": "Presence and resolution status of data and code identifiers", "population": "Research outputs with public metadata", "grain": "work, linked artifact and check date", "industry": "research", "source_profile": "research", "join_keys": [ "work ID", "artifact identifier", "relation type" ], "visualization": "small-multiples", "limit": "A working link does not establish reproducibility, license permission or artifact correctness.", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which research outputs provide persistent links to underlying data and code?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A working link does not establish reproducibility, license permission or artifact correctness.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2157020255 }, { "id": "KIT-279", "family": "research", "title": "Grant Recipient Entity Resolution", "question": "How much research funding changes attribution after recipient-name aliases are reconciled?", "metric": "Award amounts by validated recipient identifier", "population": "Public grant awards with recipient metadata", "grain": "award, recipient entity and fiscal period", "industry": "research", "source_profile": "research", "join_keys": [ "award ID", "recipient ID", "transaction revision" ], "visualization": "small-multiples", "limit": "Parent organizations and subawards must not be added as separate copies of the same funding.", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How much research funding changes attribution after recipient-name aliases are reconciled?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Parent organizations and subawards must not be added as separate copies of the same funding.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2000931696 }, { "id": "KIT-280", "family": "research", "title": "Retraction and Correction Context", "question": "Which scholarly records carry publisher-issued correction or retraction links?", "metric": "Documented notice type, linked work and notice date", "population": "Works with authoritative linked editorial notices", "grain": "work, notice and metadata snapshot", "industry": "research", "source_profile": "research", "join_keys": [ "work ID", "notice ID", "relation type" ], "visualization": "small-multiples", "limit": "A correction is not equivalent to a retraction or evidence of misconduct.", "category": "Research and Mobility", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which scholarly records carry publisher-issued correction or retraction links?", "sources_to_assess": [ "NSF NCSES", "OpenAlex" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A correction is not equivalent to a retraction or evidence of misconduct.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Researchers", "Students", "Analysts", "Agents" ], "industries": [ "research" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3164254787 }, { "id": "KIT-281", "family": "careers", "title": "Entry Wage and Experienced Wage Definitions", "question": "Which wage comparisons actually distinguish experience levels rather than substituting wage percentiles?", "metric": "Published experience-specific wage estimates or explicit absence", "population": "Occupations in official wage releases", "grain": "occupation, geography, experience definition and release", "industry": "housing", "source_profile": "labor", "join_keys": [ "SOC code", "geography", "release" ], "visualization": "dumbbell", "limit": "A tenth-percentile wage is not automatically an entry-level wage.", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which wage comparisons actually distinguish experience levels rather than substituting wage percentiles?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A tenth-percentile wage is not automatically an entry-level wage.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3505306988 }, { "id": "KIT-282", "family": "careers", "title": "Occupation Projection Vintage Revisions", "question": "Which occupations change outlook when comparing official projection vintages on compatible codes?", "metric": "Revised projected employment and annual openings", "population": "Occupations with comparable projection releases", "grain": "occupation, region, projection base and horizon", "industry": "housing", "source_profile": "labor", "join_keys": [ "SOC code", "region", "projection vintage" ], "visualization": "dumbbell", "limit": "Revision differences are not realized employment gains or losses.", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which occupations change outlook when comparing official projection vintages on compatible codes?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Revision differences are not realized employment gains or losses.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1740758495 }, { "id": "KIT-283", "family": "careers", "title": "Program-to-Occupation Crosswalk Ambiguity", "question": "Which degree fields map to many occupations and therefore resist a single salary claim?", "metric": "Mapping cardinality and coverage by program and occupation", "population": "Official program-to-occupation crosswalk entries", "grain": "CIP code, SOC code and crosswalk revision", "industry": "housing", "source_profile": "labor", "join_keys": [ "CIP code", "SOC code", "crosswalk version" ], "visualization": "dumbbell", "limit": "A crosswalk describes related training, not observed graduate job placement.", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which degree fields map to many occupations and therefore resist a single salary claim?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A crosswalk describes related training, not observed graduate job placement.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 900824691 }, { "id": "KIT-284", "family": "careers", "title": "Wage Estimate Precision Coverage", "question": "Where do official wage estimates have uncertainty or suppression that changes comparison quality?", "metric": "Published precision measures and suppression flags", "population": "Occupation-area wage estimates", "grain": "occupation, area and survey release", "industry": "housing", "source_profile": "labor", "join_keys": [ "SOC code", "area code", "release" ], "visualization": "dumbbell", "limit": "Do not rank suppressed estimates or infer a precise difference without uncertainty evidence.", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Where do official wage estimates have uncertainty or suppression that changes comparison quality?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Do not rank suppressed estimates or infer a precise difference without uncertainty evidence.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2359552498 }, { "id": "KIT-285", "family": "careers", "title": "Apprenticeship Wage Progression Terms", "question": "Which registered apprenticeships publish wage progression rules and related-instruction requirements?", "metric": "Published starting wage, progression steps and instruction hours", "population": "Registered programs with official public standards", "grain": "program, occupation, jurisdiction and standard revision", "industry": "housing", "source_profile": "labor", "join_keys": [ "program ID", "occupation", "standard revision" ], "visualization": "dumbbell", "limit": "A listed standard is not a current vacancy or an employment offer.", "category": "Careers and Workforce", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which registered apprenticeships publish wage progression rules and related-instruction requirements?", "sources_to_assess": [ "BLS", "California EDD Labor Market Information", "O*NET" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A listed standard is not a current vacancy or an employment offer.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Job Seekers", "Employees", "Counselors", "Analysts", "Agents" ], "industries": [ "housing" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2436428302 }, { "id": "KIT-286", "family": "business", "title": "Federal Award Revision Reconciliation", "question": "Which procurement totals change after award modifications and deobligations are included?", "metric": "Net obligations with transaction-level revision accounting", "population": "Public federal contract transactions", "grain": "award, modification and fiscal period", "industry": "hospitality", "source_profile": "finance", "join_keys": [ "award ID", "transaction ID", "revision" ], "visualization": "heatmap", "limit": "Award ceilings, obligations and outlays are different measures and cannot be summed together.", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which procurement totals change after award modifications and deobligations are included?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Award ceilings, obligations and outlays are different measures and cannot be summed together.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3657728437 }, { "id": "KIT-287", "family": "business", "title": "Public Company Restatement Comparability", "question": "Which company trend comparisons span a restated reporting period?", "metric": "Restated versus originally reported financial facts", "population": "Public company filings with amended or restated facts", "grain": "company, fact, period and filing accession", "industry": "hospitality", "source_profile": "finance", "join_keys": [ "CIK", "taxonomy concept", "period", "accession" ], "visualization": "heatmap", "limit": "Keep original and restated versions separate and do not mix fiscal calendars.", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which company trend comparisons span a restated reporting period?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Keep original and restated versions separate and do not mix fiscal calendars.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2577905034 }, { "id": "KIT-288", "family": "business", "title": "Municipal Service Definition Changes", "question": "Which city spending comparisons are affected by department reorganizations?", "metric": "Expense allocations with documented organizational crosswalks", "population": "Public municipal budget line items", "grain": "city, function, fiscal year and budget revision", "industry": "hospitality", "source_profile": "finance", "join_keys": [ "city ID", "function crosswalk", "fiscal year" ], "visualization": "heatmap", "limit": "A department rename is not evidence of a change in service level.", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which city spending comparisons are affected by department reorganizations?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A department rename is not evidence of a change in service level.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3368514807 }, { "id": "KIT-289", "family": "business", "title": "Supplier Concentration in Public Awards", "question": "How concentrated are awarded obligations among distinct supplier entities?", "metric": "Supplier share and concentration from net obligations", "population": "Public awards in a fixed agency and period scope", "grain": "buyer, supplier entity and fiscal year", "industry": "hospitality", "source_profile": "finance", "join_keys": [ "agency ID", "validated supplier ID", "award period" ], "visualization": "heatmap", "limit": "Shared corporate ownership and missing supplier IDs can understate concentration.", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "How concentrated are awarded obligations among distinct supplier entities?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Shared corporate ownership and missing supplier IDs can understate concentration.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 4247910684 }, { "id": "KIT-290", "family": "business", "title": "Public Grant Opportunity Eligibility Changes", "question": "Which grant opportunity revisions change eligibility, matching funds or deadlines?", "metric": "Documented field-level changes between official notices", "population": "Public grant opportunities with versioned announcements", "grain": "opportunity, notice version and requirement", "industry": "hospitality", "source_profile": "finance", "join_keys": [ "opportunity ID", "notice revision", "requirement type" ], "visualization": "heatmap", "limit": "A historical notice or a previous award is not proof of current eligibility.", "category": "Business and Public Systems", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which grant opportunity revisions change eligibility, matching funds or deadlines?", "sources_to_assess": [ "SEC EDGAR", "USAspending", "California State Controller" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A historical notice or a previous award is not proof of current eligibility.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Business Owners", "Policy Analysts", "Analysts", "Agents" ], "industries": [ "hospitality" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 505961529 }, { "id": "KIT-291", "family": "sports", "title": "Fantasy Schedule Revision Risk", "question": "Which future schedule comparisons change after postponements and rescheduling notices?", "metric": "Changed games and affected comparison windows", "population": "Official published schedules under permitted reuse", "grain": "game, schedule revision and scoring period", "industry": "sports", "source_profile": "sports", "join_keys": [ "game ID", "league", "revision", "scoring period" ], "visualization": "calendar", "limit": "A published game is not a guarantee of player participation or fantasy eligibility.", "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which future schedule comparisons change after postponements and rescheduling notices?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A published game is not a guarantee of player participation or fantasy eligibility.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2831293740 }, { "id": "KIT-292", "family": "sports", "title": "Fantasy Position Eligibility Provenance", "question": "Which player-position comparisons rely on different platform eligibility rules?", "metric": "Documented platform-specific eligible positions and effective dates", "population": "Public or licensed platform eligibility metadata", "grain": "player, platform, season and rule revision", "industry": "sports", "source_profile": "sports", "join_keys": [ "player crosswalk", "platform", "season" ], "visualization": "calendar", "limit": "League-specific roster rules and live eligibility must be checked before any recommendation.", "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which player-position comparisons rely on different platform eligibility rules?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. League-specific roster rules and live eligibility must be checked before any recommendation.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2653513877 }, { "id": "KIT-293", "family": "sports", "title": "Sports Participation Denominator Coverage", "question": "Which participation rates use unique athletes rather than duplicated team appearances?", "metric": "Unique-person availability and participation-count definition", "population": "Publicly reported athletics participation aggregates", "grain": "institution, sport, season and count definition", "industry": "sports", "source_profile": "sports", "join_keys": [ "institution ID", "sport code", "season" ], "visualization": "calendar", "limit": "Multi-sport participants may appear more than once; do not invent unique-athlete totals.", "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which participation rates use unique athletes rather than duplicated team appearances?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Multi-sport participants may appear more than once; do not invent unique-athlete totals.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2913068921 }, { "id": "KIT-294", "family": "sports", "title": "Schedule Time-Zone Normalization", "question": "Which schedule comparisons shift dates when games are normalized to a viewer's time zone?", "metric": "Game-day assignments under declared time zones", "population": "Official game schedules with timestamp metadata", "grain": "game, source revision and target time zone", "industry": "sports", "source_profile": "sports", "join_keys": [ "game ID", "UTC timestamp", "time-zone database version" ], "visualization": "calendar", "limit": "A local date without an authoritative time zone cannot be reliably converted.", "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which schedule comparisons shift dates when games are normalized to a viewer's time zone?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A local date without an authoritative time zone cannot be reliably converted.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1103536266 }, { "id": "KIT-295", "family": "sports", "title": "Athletic Expense Allocation Coverage", "question": "Which college athletics comparisons include shared and unallocated expenses?", "metric": "Allocated and unallocated expenses by reporting category", "population": "Institutions reporting athletics finance aggregates", "grain": "institution, sport, expense category and reporting year", "industry": "sports", "source_profile": "sports", "join_keys": [ "institution ID", "sport", "expense basis", "year" ], "visualization": "calendar", "limit": "Accounting allocations and sponsorship differences prevent simple efficiency rankings.", "category": "Sports and Recreation", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which college athletics comparisons include shared and unallocated expenses?", "sources_to_assess": [ "Equity in Athletics Data Analysis", "NCAA", "NBA" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Accounting allocations and sponsorship differences prevent simple efficiency rankings.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Sports Analysts", "Fantasy Players", "Analysts", "Agents" ], "industries": [ "sports" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3118187886 }, { "id": "KIT-296", "family": "operations", "title": "AI Evaluation Comparability Register", "question": "Which model comparisons share the same task, prompt, scoring method and evaluation conditions?", "metric": "Matched evaluation coverage and unresolved comparison gaps", "population": "Public model evaluations with documented methods", "grain": "model version, task, evaluation configuration and run", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "model version", "dataset revision", "evaluator version" ], "visualization": "heatmap", "limit": "Unmatched benchmark scores cannot support a universal model ranking.", "category": "AI and Agent Data", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which model comparisons share the same task, prompt, scoring method and evaluation conditions?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Unmatched benchmark scores cannot support a universal model ranking.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Analysts", "Agents", "Operations Teams" ], "industries": [ "agent-operations", "artificial-intelligence" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1831229053 }, { "id": "KIT-297", "family": "operations", "title": "AI Model License and Deployment Conditions", "question": "Which model artifacts document permitted use, redistribution and hosting constraints?", "metric": "Documented model-card and license requirements", "population": "Public model artifacts with versioned licenses", "grain": "model artifact, license revision and deployment mode", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "artifact digest", "license revision", "deployment mode" ], "visualization": "heatmap", "limit": "A model family name or public download is not blanket commercial-use permission.", "category": "AI and Agent Data", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which model artifacts document permitted use, redistribution and hosting constraints?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A model family name or public download is not blanket commercial-use permission.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Analysts", "Agents", "Operations Teams" ], "industries": [ "agent-operations", "artificial-intelligence" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3563060899 }, { "id": "KIT-298", "family": "operations", "title": "Agent Data Delivery Reliability", "question": "Which data services provide independently verified delivery and recovery evidence?", "metric": "Accepted delivery receipts and recovery outcomes", "population": "Synthetic or explicitly authorized public-service tests", "grain": "service version, request class and test run", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "service version", "task contract", "receipt ID" ], "visualization": "heatmap", "limit": "A queued request, payment event or HTTP success alone does not prove usable delivery.", "category": "AI and Agent Data", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which data services provide independently verified delivery and recovery evidence?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. A queued request, payment event or HTTP success alone does not prove usable delivery.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Analysts", "Agents", "Operations Teams" ], "industries": [ "agent-operations", "artificial-intelligence" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 2091800337 }, { "id": "KIT-299", "family": "operations", "title": "Model Usage Cost Evidence", "question": "Which usage comparisons distinguish actual charges from token list-price estimates?", "metric": "Observed charge classification and estimate assumptions", "population": "Synthetic or owner-authorized aggregate usage records", "grain": "provider route, billing period, model version and task class", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "route ID", "billing period", "model version" ], "visualization": "heatmap", "limit": "Subscription fees, credits, API-equivalent estimates and actual charges remain separate.", "category": "AI and Agent Data", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which usage comparisons distinguish actual charges from token list-price estimates?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Subscription fees, credits, API-equivalent estimates and actual charges remain separate.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Analysts", "Agents", "Operations Teams" ], "industries": [ "agent-operations", "artificial-intelligence" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 3974236803 }, { "id": "KIT-300", "family": "operations", "title": "Agent Dataset Contract Compatibility", "question": "Which data products can an agent consume without guessing fields, missing values or edition semantics?", "metric": "Schema validation, version pinning and missingness compatibility", "population": "Public dataset contracts and synthetic integration fixtures", "grain": "data product, schema revision and consumer contract", "industry": "agent-operations", "source_profile": "operations", "join_keys": [ "product ID", "schema version", "edition digest" ], "visualization": "heatmap", "limit": "Passing a declared schema does not independently authenticate the underlying source or guarantee task success.", "category": "AI and Agent Data", "status": "specification_only", "question_evidence_state": "research_design_only", "model": "entity-observation-v1", "required_fields": [ "entity_id", "entity_name", "metric", "value", "unit", "period", "population", "source_url", "retrieved_at", "evidence_state" ], "research_questions": [], "reference_question": "Which data products can an agent consume without guessing fields, missing values or edition semantics?", "sources_to_assess": [ "Versioned Synthetic and Public Source Registry" ], "method": "Qualify the exact source table and field definitions at the declared grain. Validate the named keys and denominator before any comparison. Passing a declared schema does not independently authenticate the underlying source or guarantee task success.", "refresh": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured.", "acceptance": [ "Exact source, release, reuse and schema qualified", "Numerator, denominator and missingness documented", "Declared keys unique at source grain; fanout audited", "Population and period aligned before comparisons", "Output findings checked against the interpretation limit", "CSV/JSON and explanatory view agree" ], "data_path": null, "audiences": [ "Analysts", "Agents", "Operations Teams" ], "industries": [ "agent-operations", "artificial-intelligence" ], "source_state": "candidate_not_ingested", "signal_evidence": "authored_research_hypothesis", "visualization_state": "proposed_pattern_only", "query_execution_enabled": false, "motif_seed": 1701802230 } ]