{ "schema_version": 1, "page": "/data/evidence.html", "finding_registry": "/services/public-data/county-kits/findings.json", "source_profiles": "/data/catalog/source-profiles.json", "storefronts": { "county": "/services/public-data/county-kits/", "city_and_zip_area": "/services/public-data/place-kits/" }, "statuses": { "published_finding": "Published finding", "source_checked_sample": "Source-checked sample", "specification_only": "Research plan" }, "records": [ { "id": "825-family-income-context", "status": "published_finding", "title": "A family income figure does not tell the whole story.", "category": "Family income and poverty", "url": "https://the825.co/services/public-data/findings/family-income-context/", "source_urls": [ "https://data.census.gov/table/ACSDT5Y2024.B17010", "https://data.census.gov/table/ACSDT5Y2024.B19113" ], "source_period": "2020-2024 ACS five-year estimates", "geography": "California", "universe": "Families; category-specific denominators", "source_tables": [ "B17010", "B19113" ], "source_sha256": null, "source_pins": { "B17010": [ "093b7e8af313212bee765639475dbc6aa097061a78da02ad38b98e93f824f4aa", "2431db149176d6c18e18ccb861f055bf13084f2932f4369617baab43da938e41" ], "B19113": [ "a9d8a94ff3fcdc91ddff26d3fd400d052ea81e4a510c6c7cfb2fae254bc127fa", "62b5d75f6d5d135781c21e2c4fc4adf6f1bcca79d945342389ede7fa9bbf8a00" ] }, "published_date": null, "source_checked_date": null, "evidence_version": null, "refresh_policy": "Fixed vintage. New sources or corrections require validation and edition change.", "related_skus": [ "county-ca-120", "county-ca-120-5", "county-ca-120-10" ], "related_offers": [ { "id": "county-ca-120", "price_minor": 100, "currency": "USD", "edition": "family-context.v1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-120" }, { "id": "county-ca-120-5", "price_minor": 500, "currency": "USD", "edition": "family-context.v1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-120-5" }, { "id": "county-ca-120-10", "price_minor": 1000, "currency": "USD", "edition": "family-context.v1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-120-10" } ] }, { "id": "825-finding-001", "status": "published_finding", "title": "Santa Clara added the most residents. Placer grew fastest.", "category": "Population and migration", "url": "https://the825.co/services/public-data/county-kits/california-county-growth-2024/", "source_urls": [ "https://www2.census.gov/programs-surveys/popest/datasets/2020-2024/counties/totals/co-est2024-alldata.csv" ], "source_period": "July 2023 to July 2024 population estimates", "geography": "California", "universe": "Total resident population", "source_tables": [], "source_sha256": "abcc8720d669e793bbfdcd440eeec37a78db3b452adbe4ccd1eadf7c72b522b9", "source_pins": {}, "published_date": "2026-11-01", "source_checked_date": null, "evidence_version": "census-vintage2024.analysis-v1", "refresh_policy": "Fixed vintage; source updates require new evidence and review.", "related_skus": [ "county-ca-01", "county-ca-01-5", "county-ca-01-10" ], "related_offers": [ { "id": "county-ca-01", "price_minor": 100, "currency": "USD", "edition": "quality.v3.design1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-01" }, { "id": "county-ca-01-5", "price_minor": 500, "currency": "USD", "edition": "quality.visuals.v2.design1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-01-5" }, { "id": "county-ca-01-10", "price_minor": 1000, "currency": "USD", "edition": "quality.brief.v2.design1", "order_url": "https://the825.co/services/public-data/county-kits/order/?sku=county-ca-01-10" } ] }, { "id": "KIT-001", "status": "source_checked_sample", "title": "University of California Campus Directory", "category": "College Comparisons", "question": "Which UC campus fits a student's academic, financial, and career priorities?", "url": "/data/#KIT-001", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Official campus directory order; not a ranking or undergraduate eligibility list. Verification covers names and destination URLs only.", "limits": "The reference verifies campus names and official links only.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use.", "reference_url": "/data/reference/uc-campuses.json", "reference_question": "Which ten campuses are listed on the official UC system page?", "source_urls": [ "https://www.universityofcalifornia.edu/about-uc/campuses-locations" ], "source_checked_dates": [ "2026-10-25" ] }, { "id": "KIT-002", "status": "specification_only", "title": "California Private Nonprofit Colleges", "category": "College Comparisons", "question": "Which California private colleges combine affordable net price with strong completion outcomes?", "url": "/data/#KIT-002", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-003", "status": "specification_only", "title": "California Community Colleges", "category": "College Comparisons", "question": "Which California community colleges offer the strongest evidenced route to a chosen destination?", "url": "/data/#KIT-003", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-004", "status": "specification_only", "title": "California College Affordability by Income", "category": "College Comparisons", "question": "How does college affordability change across household-income bands?", "url": "/data/#KIT-004", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-005", "status": "specification_only", "title": "California Resident Tuition Comparison", "category": "College Comparisons", "question": "Which California campuses have the lowest comparable resident cost before aid?", "url": "/data/#KIT-005", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-006", "status": "specification_only", "title": "California Nonresident Tuition Comparison", "category": "College Comparisons", "question": "When does nonresident aid materially change the cost of a California degree?", "url": "/data/#KIT-006", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-007", "status": "specification_only", "title": "College Completion Comparisons", "category": "College Comparisons", "question": "Which institutions sustain completion outcomes across comparable student groups?", "url": "/data/#KIT-007", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-008", "status": "specification_only", "title": "Transfer-Friendly Pathways", "category": "College Comparisons", "question": "Which transfer pathway minimizes lost credits and avoidable delay?", "url": "/data/#KIT-008", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-009", "status": "specification_only", "title": "Part-Time Study Options", "category": "College Comparisons", "question": "Which part-time pathways have credible completion, scheduling, and aid support?", "url": "/data/#KIT-009", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-010", "status": "specification_only", "title": "Online Degree Program Comparison", "category": "College Comparisons", "question": "Which online programs offer comparable outcomes at a realistic total cost?", "url": "/data/#KIT-010", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-011", "status": "specification_only", "title": "Nursing Program Pathways", "category": "College Niches", "question": "Which nursing pathways combine licensure outcomes, capacity, and manageable cost?", "url": "/data/#KIT-011", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-012", "status": "specification_only", "title": "Engineering Program Comparison", "category": "College Niches", "question": "Which engineering program fits a student's specialty, budget, and career route?", "url": "/data/#KIT-012", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-013", "status": "specification_only", "title": "Computer Science Program Comparison", "category": "College Niches", "question": "Which UC is the best fit for computer science under explicitly chosen criteria?", "url": "/data/#KIT-013", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-014", "status": "specification_only", "title": "Teacher Preparation Pathways", "category": "College Niches", "question": "Which teacher-preparation route leads to the required credential with less time and cost?", "url": "/data/#KIT-014", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-015", "status": "specification_only", "title": "Community College Certificate Pathways", "category": "College Niches", "question": "Which community college certificates connect to durable regional job opportunities?", "url": "/data/#KIT-015", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-016", "status": "specification_only", "title": "Rural College Options", "category": "College Niches", "question": "Which rural colleges offer accessible programs and realistic local opportunity?", "url": "/data/#KIT-016", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-017", "status": "specification_only", "title": "Hispanic-Serving Institutions", "category": "College Niches", "question": "How do outcomes and affordability vary among Hispanic-serving institutions?", "url": "/data/#KIT-017", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-018", "status": "specification_only", "title": "Historically Black Colleges and Universities", "category": "College Niches", "question": "Which HBCUs fit a student's field, financial needs, and graduate-school pathway?", "url": "/data/#KIT-018", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-019", "status": "specification_only", "title": "Adult Learner Support Comparison", "category": "College Niches", "question": "Which colleges make returning to a degree more practical for adult learners?", "url": "/data/#KIT-019", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-020", "status": "specification_only", "title": "Graduate Program Cost Comparison", "category": "College Niches", "question": "What is the full cost and funding structure of a specific graduate program?", "url": "/data/#KIT-020", "candidate_sources": [ "IPEDS", "College Scorecard", "Official institution pages" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-021", "status": "specification_only", "title": "California State Aid Pathways", "category": "Aid and Opportunities", "question": "Which California aid pathways apply to a student's residency and enrollment situation?", "url": "/data/#KIT-021", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-022", "status": "specification_only", "title": "Federal Student Aid Program Guide", "category": "Aid and Opportunities", "question": "How do federal aid pathways change by credential, enrollment level, and dependency status?", "url": "/data/#KIT-022", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-023", "status": "specification_only", "title": "Institutional Merit Scholarship Comparison", "category": "Aid and Opportunities", "question": "Which merit awards remain valuable after renewal rules and competing aid are considered?", "url": "/data/#KIT-023", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-024", "status": "specification_only", "title": "Need-Based Institutional Grant Comparison", "category": "Aid and Opportunities", "question": "Which colleges cover more demonstrated need for a defined student population?", "url": "/data/#KIT-024", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-025", "status": "specification_only", "title": "Transfer Scholarship Opportunities", "category": "Aid and Opportunities", "question": "Which transfer scholarships reduce the cost of a specific destination pathway?", "url": "/data/#KIT-025", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-026", "status": "specification_only", "title": "Community College Promise Programs", "category": "Aid and Opportunities", "question": "When does a promise program lower total community college cost rather than tuition alone?", "url": "/data/#KIT-026", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-027", "status": "specification_only", "title": "First-Generation Scholarship Opportunities", "category": "Aid and Opportunities", "question": "Which first-generation funding opportunities match documented definitions and needs?", "url": "/data/#KIT-027", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-028", "status": "specification_only", "title": "Adult Returning Student Scholarships", "category": "Aid and Opportunities", "question": "Which scholarships support adults returning after an interruption?", "url": "/data/#KIT-028", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-029", "status": "specification_only", "title": "Graduate Fellowship Opportunities", "category": "Aid and Opportunities", "question": "Which graduate fellowships fit a field, career stage, and funding gap?", "url": "/data/#KIT-029", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-030", "status": "specification_only", "title": "Scholarship Deadline Calendar", "category": "Aid and Opportunities", "question": "Which opportunity deadlines require action first and what evidence is still missing?", "url": "/data/#KIT-030", "candidate_sources": [ "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-031", "status": "specification_only", "title": "County Industry Establishment Comparison", "category": "Business and Workforce", "question": "Which county industries show business density, growth, and concentration?", "url": "/data/#KIT-031", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-032", "status": "specification_only", "title": "Local Industry Employment Trends", "category": "Business and Workforce", "question": "Which regional industries show sustained employment growth rather than one-year noise?", "url": "/data/#KIT-032", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-033", "status": "specification_only", "title": "Regional Wage Comparison", "category": "Business and Workforce", "question": "Where do occupational wages go further after regional cost differences?", "url": "/data/#KIT-033", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-034", "status": "specification_only", "title": "Occupation Education Pathways", "category": "Business and Workforce", "question": "Which training routes lead to occupations with favorable openings and wage profiles?", "url": "/data/#KIT-034", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-035", "status": "specification_only", "title": "Public Company Filing Directory", "category": "Business and Workforce", "question": "Which filings reveal a company's operating model, risks, and reporting changes?", "url": "/data/#KIT-035", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-036", "status": "specification_only", "title": "Public Company Revenue Comparison", "category": "Business and Workforce", "question": "Which companies are growing under comparable revenue and segment definitions?", "url": "/data/#KIT-036", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-037", "status": "specification_only", "title": "Public Procurement Opportunity Guide", "category": "Business and Workforce", "question": "Which public procurement opportunities fit a business's capacity and qualifications?", "url": "/data/#KIT-037", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-038", "status": "specification_only", "title": "Small Business Assistance Programs", "category": "Business and Workforce", "question": "Which assistance programs match a small business's stage and geography?", "url": "/data/#KIT-038", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-039", "status": "specification_only", "title": "Regional Demographic Market Comparison", "category": "Business and Workforce", "question": "Which markets match a product's population, income, and industry demand?", "url": "/data/#KIT-039", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-040", "status": "specification_only", "title": "Industry Business Formation Trends", "category": "Business and Workforce", "question": "Where are new businesses forming and how durable is the signal?", "url": "/data/#KIT-040", "candidate_sources": [ "Census", "BLS", "SEC", "Official program administrators" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-041", "status": "specification_only", "title": "Inventory Completeness Report", "category": "Reusable Operations Kits", "question": "Which inventory gaps are most likely to delay service or create waste?", "url": "/data/#KIT-041", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-042", "status": "specification_only", "title": "Supplier Public-Information Comparison", "category": "Reusable Operations Kits", "question": "Which suppliers meet published requirements with traceable evidence?", "url": "/data/#KIT-042", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-043", "status": "specification_only", "title": "Public Program Eligibility Matrix", "category": "Reusable Operations Kits", "question": "Which public programs could apply and what proof is required?", "url": "/data/#KIT-043", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-044", "status": "specification_only", "title": "Opportunity Deadline Tracker", "category": "Reusable Operations Kits", "question": "Which upcoming opportunities are ready to pursue versus missing prerequisites?", "url": "/data/#KIT-044", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-045", "status": "specification_only", "title": "Source Freshness Dashboard", "category": "Reusable Operations Kits", "question": "Which sources are stale enough to change a decision?", "url": "/data/#KIT-045", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-046", "status": "specification_only", "title": "Dataset Coverage and Missingness Report", "category": "Reusable Operations Kits", "question": "Where would missing data distort a comparison?", "url": "/data/#KIT-046", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-047", "status": "specification_only", "title": "Document Evidence Register", "category": "Reusable Operations Kits", "question": "Which claims have sufficient evidence for reuse?", "url": "/data/#KIT-047", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-048", "status": "specification_only", "title": "Workflow Completion Report", "category": "Reusable Operations Kits", "question": "Which tasks reached accepted completion and what is preventing the rest?", "url": "/data/#KIT-048", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-049", "status": "specification_only", "title": "Service Cost and Usage Dashboard", "category": "Reusable Operations Kits", "question": "Which workflows deliver useful outcomes at a sustainable cost?", "url": "/data/#KIT-049", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-050", "status": "specification_only", "title": "Public-Data Change Report", "category": "Reusable Operations Kits", "question": "Which public-data changes are material enough to update a product?", "url": "/data/#KIT-050", "candidate_sources": [ "Synthetic fixtures", "Customer-authorized schema mapping" ], "method": "Filter by agreed scope; compare only matching metric definitions, units, populations and periods. No composite best score without a separately reviewed methodology.", "limits": "Analysis contract only. Verify exact source coverage, period, population and reuse before producing an answer.", "refresh_policy": "Match source release cadence; deadline fields require current source checks before use." }, { "id": "KIT-051", "status": "specification_only", "title": "UC Program Inventory by Campus", "category": "Public College Systems", "question": "Which UC campuses offer a chosen major and credential level?", "url": "/data/#KIT-051", "candidate_sources": [ "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.", "limits": "Catalog listings may lag current admission restrictions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-052", "status": "specification_only", "title": "CSU Campus Characteristics Directory", "category": "Public College Systems", "question": "Which CSU campuses match size, setting, and program breadth filters?", "url": "/data/#KIT-052", "candidate_sources": [ "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.", "limits": "Characteristic definitions differ between IPEDS and CSU dashboards.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-053", "status": "specification_only", "title": "CSU Impaction Status by Major", "category": "Public College Systems", "question": "Which CSU campus majors publish impaction criteria and what do they require?", "url": "/data/#KIT-053", "candidate_sources": [ "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.", "limits": "Criteria text changes by term and must be read from the official page.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-054", "status": "specification_only", "title": "CCC District and Service Area Map", "category": "Public College Systems", "question": "Which community colleges serve a region and which share a district?", "url": "/data/#KIT-054", "candidate_sources": [ "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.", "limits": "Service areas are not formal attendance boundaries.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-055", "status": "specification_only", "title": "UC Admission Funnel by Campus", "category": "Public College Systems", "question": "How do applicant, admit, and enrollee counts differ by campus and entry type?", "url": "/data/#KIT-055", "candidate_sources": [ "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.", "limits": "Applicants apply to multiple campuses; stages are not unique persons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-056", "status": "specification_only", "title": "CSU First-Year Retention by Campus", "category": "Public College Systems", "question": "Which CSU campuses retain more first-year entrants within a defined cohort?", "url": "/data/#KIT-056", "candidate_sources": [ "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.", "limits": "Part-time and transfer entrants may be excluded from the cohort.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-057", "status": "specification_only", "title": "UC Time-to-Degree Distribution", "category": "Public College Systems", "question": "What share of a UC entering cohort graduates in four, five, or six years?", "url": "/data/#KIT-057", "candidate_sources": [ "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.", "limits": "Transfers out are counted differently across dashboards.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-058", "status": "specification_only", "title": "CCC Awards by Program Area", "category": "Public College Systems", "question": "Which program areas produce the most awards at each community college?", "url": "/data/#KIT-058", "candidate_sources": [ "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.", "limits": "One student may earn several awards in a year.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-059", "status": "specification_only", "title": "UC Residency Mix Trend", "category": "Public College Systems", "question": "How has the resident and nonresident enrollment mix changed by campus?", "url": "/data/#KIT-059", "candidate_sources": [ "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.", "limits": "Residency categories were redefined in some years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-060", "status": "specification_only", "title": "CSU Applications per Enrolled Seat", "category": "Public College Systems", "question": "Where is application pressure highest relative to enrolled first-year seats?", "url": "/data/#KIT-060", "candidate_sources": [ "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.", "limits": "Multi-campus applications inflate numerators.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-061", "status": "specification_only", "title": "CCC Course Modality Share", "category": "Public College Systems", "question": "What share of sections at each college is online, hybrid, or in person?", "url": "/data/#KIT-061", "candidate_sources": [ "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.", "limits": "Modality codes changed during 2020 to 2022 terms.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-062", "status": "specification_only", "title": "Pell Recipient Share at Public Campuses", "category": "Public College Systems", "question": "What share of undergraduates receive Pell at each UC and CSU campus?", "url": "/data/#KIT-062", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Share is access context, not an outcome measure.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-063", "status": "specification_only", "title": "CSU Graduation Gap Reporting", "category": "Public College Systems", "question": "How large are reported completion gaps between student groups at each campus?", "url": "/data/#KIT-063", "candidate_sources": [ "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.", "limits": "Small groups may be suppressed or unstable.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-064", "status": "specification_only", "title": "Student-Faculty Ratio Definitions", "category": "Public College Systems", "question": "How do published student-faculty ratios differ by definition across campuses?", "url": "/data/#KIT-064", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Ratios are not class-size or teaching-quality measures.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-065", "status": "specification_only", "title": "CCC Dual Enrollment Participation", "category": "Public College Systems", "question": "Which colleges enroll the most high school students through dual enrollment?", "url": "/data/#KIT-065", "candidate_sources": [ "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.", "limits": "Headcount excludes credit later accepted elsewhere.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-066", "status": "specification_only", "title": "Campus Housing Capacity Context", "category": "Public College Systems", "question": "How does reported on-campus bed capacity compare with enrollment?", "url": "/data/#KIT-066", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Capacity reporting does not show waitlists or eligibility.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-067", "status": "specification_only", "title": "CSU Published Housing Rate Range", "category": "Public College Systems", "question": "What is the published range of room and board rates by campus?", "url": "/data/#KIT-067", "candidate_sources": [ "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.", "limits": "Published rates exclude availability and meal plan rules.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-068", "status": "specification_only", "title": "CCC Success Metric Vintage Comparison", "category": "Public College Systems", "question": "Which CCC success measure definitions changed between report years?", "url": "/data/#KIT-068", "candidate_sources": [ "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.", "limits": "Definition changes break trend comparisons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-069", "status": "specification_only", "title": "UC Graduate Enrollment by Field", "category": "Public College Systems", "question": "Where is graduate enrollment concentrated by campus and field?", "url": "/data/#KIT-069", "candidate_sources": [ "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.", "limits": "Field taxonomies differ from CIP codes.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-070", "status": "specification_only", "title": "CSU Credential Completer Counts", "category": "Public College Systems", "question": "How many teaching credential completers does each CSU campus report?", "url": "/data/#KIT-070", "candidate_sources": [ "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.", "limits": "Completion is not employment as a teacher.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-071", "status": "specification_only", "title": "CCC Noncredit Enrollment Scope", "category": "Public College Systems", "question": "How large is noncredit enrollment relative to credit enrollment by college?", "url": "/data/#KIT-071", "candidate_sources": [ "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.", "limits": "Noncredit headcount definitions vary by report.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-072", "status": "specification_only", "title": "CSU Fully Online Program Catalog", "category": "Public College Systems", "question": "Which CSU degree programs are offered fully online?", "url": "/data/#KIT-072", "candidate_sources": [ "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.", "limits": "Online status may require in-person components.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-073", "status": "specification_only", "title": "CCC Regional Program Coverage", "category": "Public College Systems", "question": "Which program areas are offered in each regional consortium?", "url": "/data/#KIT-073", "candidate_sources": [ "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.", "limits": "Availability is not seat capacity.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-074", "status": "specification_only", "title": "Public Campus Transit Access", "category": "Public College Systems", "question": "Which public campuses are reachable by scheduled transit within a defined radius?", "url": "/data/#KIT-074", "candidate_sources": [ "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.", "limits": "Feed presence does not show frequency or reliability.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-075", "status": "specification_only", "title": "Campus Childcare Availability", "category": "Public College Systems", "question": "Which public campuses publish childcare center capacity and eligibility?", "url": "/data/#KIT-075", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Capacity is published inconsistently and may exclude waitlists.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-076", "status": "specification_only", "title": "Veteran Enrollment Reporting", "category": "Public College Systems", "question": "How do public campuses report veteran and military-connected enrollment?", "url": "/data/#KIT-076", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Status definitions differ across reports.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-077", "status": "specification_only", "title": "CCC Service Area Demographics", "category": "Public College Systems", "question": "What are the demographic and income characteristics of each college service area?", "url": "/data/#KIT-077", "candidate_sources": [ "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.", "limits": "Tract aggregation assumes a service area definition.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-078", "status": "specification_only", "title": "California Private College Directory", "category": "Private and Specialized Colleges", "question": "Which California private institutions exist by control, size, and level?", "url": "/data/#KIT-078", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Branch campuses may be rolled up.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-079", "status": "specification_only", "title": "Private College Program Inventory", "category": "Private and Specialized Colleges", "question": "Which private institutions offer a chosen program and credential?", "url": "/data/#KIT-079", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Completions data lag current offerings.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-080", "status": "specification_only", "title": "Published Price versus Average Grant", "category": "Private and Specialized Colleges", "question": "How far does average institutional grant aid fall below published price?", "url": "/data/#KIT-080", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Averages are not individual offers.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-081", "status": "specification_only", "title": "Sector-Matched Completion Comparison", "category": "Private and Specialized Colleges", "question": "How do completion rates compare within matched private sectors?", "url": "/data/#KIT-081", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Cohort coverage differs by sector.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-082", "status": "specification_only", "title": "Institution Status Change Watch", "category": "Private and Specialized Colleges", "question": "Which private institutions changed status, merged, or closed?", "url": "/data/#KIT-082", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Closure dates and teach-out terms need official confirmation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-083", "status": "specification_only", "title": "Work Colleges and Cooperative Programs", "category": "Private and Specialized Colleges", "question": "Which institutions require or offer structured work programs?", "url": "/data/#KIT-083", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Program terms come from institutional pages.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-084", "status": "specification_only", "title": "Specialized Arts and Design Institutions", "category": "Private and Specialized Colleges", "question": "How concentrated are completions in arts fields at specialized institutions?", "url": "/data/#KIT-084", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Field concentration is not program quality.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-085", "status": "specification_only", "title": "Private College Online Enrollment Share", "category": "Private and Specialized Colleges", "question": "What share of private college enrollment is exclusively online?", "url": "/data/#KIT-085", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Distance education definitions changed in reporting.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-086", "status": "specification_only", "title": "Out-of-State Private Net Price Bands", "category": "Private and Specialized Colleges", "question": "How does income-band net price compare at out-of-state private options?", "url": "/data/#KIT-086", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Net price excludes unaided and continuing students.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-087", "status": "specification_only", "title": "Private College Transfer Intake", "category": "Private and Specialized Colleges", "question": "What share of entering undergraduates are transfers at each private college?", "url": "/data/#KIT-087", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Intake is not transfer completion.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-088", "status": "specification_only", "title": "Endowment Context per Student", "category": "Private and Specialized Colleges", "question": "How does endowment per student vary among private institutions?", "url": "/data/#KIT-088", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Endowment is context, not an aid promise.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-089", "status": "specification_only", "title": "Accreditation Status and Actions", "category": "Private and Specialized Colleges", "question": "Which accreditor actions are recorded for each private institution?", "url": "/data/#KIT-089", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Action labels require accreditor definitions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-090", "status": "specification_only", "title": "Graduate-Only Private Institutions", "category": "Private and Specialized Colleges", "question": "Which private institutions enroll graduate students only and in which fields?", "url": "/data/#KIT-090", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Professional schools may report under parent institutions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-091", "status": "specification_only", "title": "Private College Faculty Composition", "category": "Private and Specialized Colleges", "question": "What share of instructional staff is full time at each private institution?", "url": "/data/#KIT-091", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Staff categories do not indicate teaching load.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-092", "status": "specification_only", "title": "Allied Health Program Pathways", "category": "Programs and Credentials", "question": "Which allied health programs lead to which credential levels and licenses?", "url": "/data/#KIT-092", "candidate_sources": [ "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.", "limits": "License requirements vary by state board.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-093", "status": "specification_only", "title": "Nursing Pass Rate Trend by Program", "category": "Programs and Credentials", "question": "How stable are licensure exam pass rates for each nursing program over time?", "url": "/data/#KIT-093", "candidate_sources": [ "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.", "limits": "Small cohorts produce volatile rates.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-094", "status": "specification_only", "title": "Social Work Program Routes", "category": "Programs and Credentials", "question": "Which social work programs connect to accreditation and licensure routes?", "url": "/data/#KIT-094", "candidate_sources": [ "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.", "limits": "Eligibility rules are board-specific.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-095", "status": "specification_only", "title": "Law School Cost and Bar Outcome Context", "category": "Programs and Credentials", "question": "How do published law school costs relate to reported bar outcomes?", "url": "/data/#KIT-095", "candidate_sources": [ "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.", "limits": "Disclosures are self-reported and not causal.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-096", "status": "specification_only", "title": "Pharmacy Program Pathways", "category": "Programs and Credentials", "question": "Which pharmacy programs exist and what prerequisites do they publish?", "url": "/data/#KIT-096", "candidate_sources": [ "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.", "limits": "Prerequisites change by catalog year.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-097", "status": "specification_only", "title": "Trades Certificate to Apprenticeship Links", "category": "Programs and Credentials", "question": "Which trades certificates connect to registered apprenticeship occupations?", "url": "/data/#KIT-097", "candidate_sources": [ "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.", "limits": "Links are documented crosswalks, not placement.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-098", "status": "specification_only", "title": "Cybersecurity Program Options", "category": "Programs and Credentials", "question": "Which institutions offer cybersecurity programs at which credential levels?", "url": "/data/#KIT-098", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "CIP coding of security programs is inconsistent.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-099", "status": "specification_only", "title": "Quantitative Prerequisite Requirements", "category": "Programs and Credentials", "question": "Which data and statistics programs require calculus or programming before entry?", "url": "/data/#KIT-099", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Requirements come from catalog text.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-100", "status": "specification_only", "title": "Agriculture and Food Science Programs", "category": "Programs and Credentials", "question": "Where are agriculture and food science programs offered relative to farm regions?", "url": "/data/#KIT-100", "candidate_sources": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Program presence is not regional employer demand.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-101", "status": "specification_only", "title": "Energy Technician Training Programs", "category": "Programs and Credentials", "question": "Which programs prepare for energy and utility technician occupations?", "url": "/data/#KIT-101", "candidate_sources": [ "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.", "limits": "Crosswalk is many-to-many.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-102", "status": "specification_only", "title": "Early Childhood Credential Routes", "category": "Programs and Credentials", "question": "Which routes lead to early childhood credentials and permits?", "url": "/data/#KIT-102", "candidate_sources": [ "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.", "limits": "Permit levels and renewal rules change.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-103", "status": "specification_only", "title": "EMT and Paramedic Training Locations", "category": "Programs and Credentials", "question": "Where are approved EMT and paramedic programs located by county?", "url": "/data/#KIT-103", "candidate_sources": [ "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.", "limits": "Approval status must be read from the authority list.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-104", "status": "specification_only", "title": "Hospitality and Culinary Programs", "category": "Programs and Credentials", "question": "Which hospitality and culinary programs exist and at what length?", "url": "/data/#KIT-104", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Industry certifications are separate from credentials.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-105", "status": "specification_only", "title": "Logistics and Supply Chain Programs", "category": "Programs and Credentials", "question": "Which programs map to logistics occupations and where are they?", "url": "/data/#KIT-105", "candidate_sources": [ "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.", "limits": "Occupation links are not hiring evidence.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-106", "status": "specification_only", "title": "Completions Trend by Field", "category": "Programs and Credentials", "question": "Which fields are growing or shrinking in completions at each institution?", "url": "/data/#KIT-106", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "CIP revisions break series.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-107", "status": "specification_only", "title": "Program Unit Requirements", "category": "Programs and Credentials", "question": "How do required units for similar programs vary across institutions?", "url": "/data/#KIT-107", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Unit systems differ between quarter and semester.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-108", "status": "specification_only", "title": "Stackable Credential Ladders", "category": "Programs and Credentials", "question": "Which certificates are documented as stacking into higher credentials?", "url": "/data/#KIT-108", "candidate_sources": [ "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.", "limits": "Stacking claims need catalog verification.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-109", "status": "specification_only", "title": "Specialized Accreditation Lookup", "category": "Programs and Credentials", "question": "Which programs hold specialized accreditation and from whom?", "url": "/data/#KIT-109", "candidate_sources": [ "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.", "limits": "Status dates may lag accreditor decisions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-110", "status": "specification_only", "title": "Advanced Manufacturing Programs", "category": "Programs and Credentials", "question": "Which programs prepare for advanced manufacturing occupations by region?", "url": "/data/#KIT-110", "candidate_sources": [ "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.", "limits": "Regional employer demand needs separate evidence.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-111", "status": "specification_only", "title": "Environmental and Sustainability Programs", "category": "Programs and Credentials", "question": "Where are environmental science and sustainability programs concentrated?", "url": "/data/#KIT-111", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Field boundaries are fuzzy across CIP codes.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-112", "status": "specification_only", "title": "Cost of Attendance Components", "category": "Affordability and Aid", "question": "Which cost components are included in each published attendance budget?", "url": "/data/#KIT-112", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Component definitions differ between institutions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-113", "status": "specification_only", "title": "Net Price by Income Band Trend", "category": "Affordability and Aid", "question": "How has income-band net price changed over time at each institution?", "url": "/data/#KIT-113", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Covered population excludes unaided students.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-114", "status": "specification_only", "title": "Housing Allowance versus Local Rent", "category": "Affordability and Aid", "question": "How does the published housing allowance compare with local median rent?", "url": "/data/#KIT-114", "candidate_sources": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Median rent is not student rent paid.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-115", "status": "specification_only", "title": "Cost and Completion Context Plot", "category": "Affordability and Aid", "question": "How do net price and completion co-vary without implying causation?", "url": "/data/#KIT-115", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Populations differ between the two measures.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-116", "status": "specification_only", "title": "Grant versus Loan Share in Aid", "category": "Affordability and Aid", "question": "What share of aid at each institution is grants rather than loans?", "url": "/data/#KIT-116", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Aid averages hide package variation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-117", "status": "specification_only", "title": "Cumulative Debt at Completion", "category": "Affordability and Aid", "question": "What is the distribution of cumulative debt among completers by credential?", "url": "/data/#KIT-117", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Non-borrowers are excluded by design.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-118", "status": "specification_only", "title": "Repayment Status by Institution", "category": "Affordability and Aid", "question": "What share of borrowers are in repayment progress by cohort?", "url": "/data/#KIT-118", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Repayment definitions changed across releases.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-119", "status": "specification_only", "title": "Federal Work-Study Availability", "category": "Affordability and Aid", "question": "How much work-study funding does each institution report?", "url": "/data/#KIT-119", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Availability is not an individual award.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-120", "status": "specification_only", "title": "California Aid Program Structure", "category": "Affordability and Aid", "question": "Which state aid program types exist and how are eligibility definitions published?", "url": "/data/#KIT-120", "candidate_sources": [ "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.", "limits": "No personalized eligibility determination.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-121", "status": "specification_only", "title": "Aid Rule Change Timeline", "category": "Affordability and Aid", "question": "When did published aid program rules change and what changed?", "url": "/data/#KIT-121", "candidate_sources": [ "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.", "limits": "Changes must be read from official notices.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-122", "status": "specification_only", "title": "Tuition Guarantee Terms", "category": "Affordability and Aid", "question": "Which institutions publish cohort tuition guarantees and for how long?", "url": "/data/#KIT-122", "candidate_sources": [ "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.", "limits": "Guarantees often exclude fees.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-123", "status": "specification_only", "title": "Graduate Offer Components", "category": "Affordability and Aid", "question": "How do stipend, waiver, fees, and duration combine in a graduate offer?", "url": "/data/#KIT-123", "candidate_sources": [ "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.", "limits": "Published terms may differ from individual letters.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-124", "status": "specification_only", "title": "Graduate Payment Timing", "category": "Affordability and Aid", "question": "When are tuition and fees due relative to stipend payments?", "url": "/data/#KIT-124", "candidate_sources": [ "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.", "limits": "Dates come from campus billing calendars.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-125", "status": "specification_only", "title": "Mandatory Health Insurance Fees", "category": "Affordability and Aid", "question": "What do campuses charge for mandatory student health plans and what waives them?", "url": "/data/#KIT-125", "candidate_sources": [ "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.", "limits": "Waiver criteria are policy text.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-126", "status": "specification_only", "title": "Zero-Cost Course Materials Share", "category": "Affordability and Aid", "question": "What share of sections use zero-cost materials at each college?", "url": "/data/#KIT-126", "candidate_sources": [ "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.", "limits": "Flagging practices vary by college.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-127", "status": "specification_only", "title": "Emergency Aid Program Directory", "category": "Affordability and Aid", "question": "Which institutions publish emergency aid programs and their terms?", "url": "/data/#KIT-127", "candidate_sources": [ "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.", "limits": "Availability does not show funding levels.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-128", "status": "specification_only", "title": "Outside Scholarship Displacement Policies", "category": "Affordability and Aid", "question": "Which institutions reduce institutional aid when outside scholarships arrive?", "url": "/data/#KIT-128", "candidate_sources": [ "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.", "limits": "Policies are text and may have exceptions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-129", "status": "specification_only", "title": "Basic Needs Support Directory", "category": "Affordability and Aid", "question": "Which campuses publish food, housing, and basic needs support services?", "url": "/data/#KIT-129", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Listing is not capacity or usage.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-130", "status": "specification_only", "title": "Transportation Allowance Context", "category": "Affordability and Aid", "question": "How do transportation allowances compare with local commute cost indicators?", "url": "/data/#KIT-130", "candidate_sources": [ "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.", "limits": "Commute indicators are regional, not student-specific.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-131", "status": "specification_only", "title": "Veteran Education Benefit Participation", "category": "Affordability and Aid", "question": "Which institutions participate in veteran tuition benefit programs?", "url": "/data/#KIT-131", "candidate_sources": [ "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.", "limits": "Participation is not individual eligibility.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-132", "status": "specification_only", "title": "Aid Application and Verification Timeline", "category": "Affordability and Aid", "question": "Which aid deadlines and verification steps fall when in the award cycle?", "url": "/data/#KIT-132", "candidate_sources": [ "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.", "limits": "Deadlines shift by year and residency.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-133", "status": "specification_only", "title": "Preparation, Admission, and Graduation Requirements", "category": "Transfer Pathways", "question": "How do major preparation, admission, and graduation requirements differ for one pathway?", "url": "/data/#KIT-133", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Requirement categories must be read from official text.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-134", "status": "specification_only", "title": "Articulation Agreement Year Differences", "category": "Transfer Pathways", "question": "What changed between two agreement years for the same pathway?", "url": "/data/#KIT-134", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Never infer an agreement across years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-135", "status": "specification_only", "title": "Unarticulated Prerequisite Register", "category": "Transfer Pathways", "question": "Which required courses lack articulation from a sending college?", "url": "/data/#KIT-135", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Absence of articulation is not denial of credit.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-136", "status": "specification_only", "title": "Equivalent Course Alternatives", "category": "Transfer Pathways", "question": "Which other colleges articulate an equivalent course for a given requirement?", "url": "/data/#KIT-136", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Section availability is not in articulation data.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-137", "status": "specification_only", "title": "Transfer Planning Tool Inventory", "category": "Transfer Pathways", "question": "Which public transfer planning tools exist and what do they document?", "url": "/data/#KIT-137", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Feature claims are unverified.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-138", "status": "specification_only", "title": "ADT Pathway Verification Questions", "category": "Transfer Pathways", "question": "Which official rules govern an associate degree for transfer pathway to a given campus and major?", "url": "/data/#KIT-138", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Never assume a guarantee to a particular campus or major.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-139", "status": "specification_only", "title": "UC Transfer Stages by Sending College", "category": "Transfer Pathways", "question": "How do transfer applicants, admits, and enrollees compare by sending college and major?", "url": "/data/#KIT-139", "candidate_sources": [ "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.", "limits": "Stages are not graduates.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-140", "status": "specification_only", "title": "Transfer Entrant Graduation at Receiving Campus", "category": "Transfer Pathways", "question": "What share of transfer entrants graduate within a defined horizon?", "url": "/data/#KIT-140", "candidate_sources": [ "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.", "limits": "Not linked to sending college.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-141", "status": "specification_only", "title": "Transfer Credit Policy Comparison", "category": "Transfer Pathways", "question": "How do maximum transferable units and residency rules compare?", "url": "/data/#KIT-141", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Policy text requires interpretation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-142", "status": "specification_only", "title": "General Education Pattern Coverage", "category": "Transfer Pathways", "question": "Which general education pattern areas can be completed at each college?", "url": "/data/#KIT-142", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Pattern versions change by year.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-143", "status": "specification_only", "title": "Reverse Transfer Degree Programs", "category": "Transfer Pathways", "question": "Which institution pairs offer reverse transfer associate degrees?", "url": "/data/#KIT-143", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Availability is not award counts.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-144", "status": "specification_only", "title": "Private College Articulation Availability", "category": "Transfer Pathways", "question": "Which private institutions publish articulation with community colleges?", "url": "/data/#KIT-144", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Agreements may be partial or expired.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-145", "status": "specification_only", "title": "Transfer Admission Guarantee Terms", "category": "Transfer Pathways", "question": "Which campuses publish transfer admission guarantee programs and what terms apply?", "url": "/data/#KIT-145", "candidate_sources": [ "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.", "limits": "Terms must be verified; no guarantee is assumed.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-146", "status": "specification_only", "title": "Cross-Enrollment Options", "category": "Transfer Pathways", "question": "Which institutions allow concurrent or cross-enrollment and under what rules?", "url": "/data/#KIT-146", "candidate_sources": [ "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.", "limits": "Rules are policy text.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-147", "status": "specification_only", "title": "Units at Transfer Distribution", "category": "Transfer Pathways", "question": "How many units do transfer entrants bring at entry?", "url": "/data/#KIT-147", "candidate_sources": [ "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.", "limits": "Unit systems must be normalized.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-148", "status": "specification_only", "title": "Out-of-State Transfer Origins", "category": "Transfer Pathways", "question": "From which states do transfer entrants to California publics come?", "url": "/data/#KIT-148", "candidate_sources": [ "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.", "limits": "Small counts may be suppressed.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-149", "status": "specification_only", "title": "Military Training Credit Policies", "category": "Transfer Pathways", "question": "Which institutions publish policies for credit from military training?", "url": "/data/#KIT-149", "candidate_sources": [ "ASSIST", "CSU Transfer" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Credit evaluation is case by case.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-150", "status": "specification_only", "title": "Transfer Completions by Field", "category": "Transfer Pathways", "question": "In which fields do transfer entrants complete degrees?", "url": "/data/#KIT-150", "candidate_sources": [ "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.", "limits": "Field at entry may differ from field at completion.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-151", "status": "specification_only", "title": "Research Expenditure by Field", "category": "Research and Mobility", "question": "Where is research expenditure concentrated by institution and field?", "url": "/data/#KIT-151", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Spending is not impact or teaching quality.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-152", "status": "specification_only", "title": "R&D Funding Source Mix", "category": "Research and Mobility", "question": "What share of R&D is federal, state, industry, or institutional?", "url": "/data/#KIT-152", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Source categories changed in some survey years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-153", "status": "specification_only", "title": "Doctorates by Baccalaureate Origin", "category": "Research and Mobility", "question": "Which undergraduate institutions are origins of later doctorates by field?", "url": "/data/#KIT-153", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "No denominator of eligible graduates by field.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-154", "status": "specification_only", "title": "Doctorate Time to Degree", "category": "Research and Mobility", "question": "How does time to doctorate vary by field?", "url": "/data/#KIT-154", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Time definitions differ between surveys.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-155", "status": "specification_only", "title": "Postdoctoral Position Context", "category": "Research and Mobility", "question": "How many postdoctoral positions are reported by institution and field?", "url": "/data/#KIT-155", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Headcount is not career outcome.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-156", "status": "specification_only", "title": "Publication Output by Field", "category": "Research and Mobility", "question": "How does publication volume vary by institution and field over time?", "url": "/data/#KIT-156", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Affiliation matching and access are unverified.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-157", "status": "specification_only", "title": "Field-Normalized Citation Comparison", "category": "Research and Mobility", "question": "How do citation measures compare after field and year normalization?", "url": "/data/#KIT-157", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Citations are not teaching quality.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-158", "status": "specification_only", "title": "Open Access Share", "category": "Research and Mobility", "question": "What share of an institution's works are openly accessible?", "url": "/data/#KIT-158", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Open access status classification varies.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-159", "status": "specification_only", "title": "Industry and Academic Co-authorship", "category": "Research and Mobility", "question": "Which institutions co-author most with industry organizations?", "url": "/data/#KIT-159", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Organization typing is unverified.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-160", "status": "specification_only", "title": "Research Awards by Agency", "category": "Research and Mobility", "question": "Which federal agencies fund research at each institution?", "url": "/data/#KIT-160", "candidate_sources": [ "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.", "limits": "Obligations are not expenditures.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-161", "status": "specification_only", "title": "Regional Research Concentration", "category": "Research and Mobility", "question": "Where is academic research spending concentrated by metro area?", "url": "/data/#KIT-161", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Multi-campus systems blur geography.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-162", "status": "specification_only", "title": "Health Research Workforce by Region", "category": "Research and Mobility", "question": "How large is the health research workforce by region and occupation?", "url": "/data/#KIT-162", "candidate_sources": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Occupation codes mix research and clinical roles.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-163", "status": "specification_only", "title": "Agricultural Research Station Directory", "category": "Research and Mobility", "question": "Where are agricultural research stations and what programs do they run?", "url": "/data/#KIT-163", "candidate_sources": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Program lists are descriptive.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-164", "status": "specification_only", "title": "Energy Research Funding Trend", "category": "Research and Mobility", "question": "How has energy research funding to institutions changed over time?", "url": "/data/#KIT-164", "candidate_sources": [ "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.", "limits": "Program codes change across years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-165", "status": "specification_only", "title": "Social Mobility Measure Definitions", "category": "Research and Mobility", "question": "Which published mobility measures exist and how is each defined?", "url": "/data/#KIT-165", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Proprietary rankings cannot be republished.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-166", "status": "specification_only", "title": "Pell Access and Completion Plot", "category": "Research and Mobility", "question": "How do Pell share and completion co-vary across institutions?", "url": "/data/#KIT-166", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Not a mobility index.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-167", "status": "specification_only", "title": "Field Earnings Context", "category": "Research and Mobility", "question": "How do field-level earnings vary across institutions within the covered population?", "url": "/data/#KIT-167", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Covered population excludes unaided completers.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-168", "status": "specification_only", "title": "First-Generation Outcome Reporting Coverage", "category": "Research and Mobility", "question": "Which institutions report outcomes for first-generation students?", "url": "/data/#KIT-168", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Definitions of first-generation vary.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-169", "status": "specification_only", "title": "Graduate School Continuation Rates", "category": "Research and Mobility", "question": "What share of completers continue to graduate study where reported?", "url": "/data/#KIT-169", "candidate_sources": [ "NCES IPEDS", "College Scorecard" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Reporting is voluntary and partial.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-170", "status": "specification_only", "title": "Research Data License Register", "category": "Research and Mobility", "question": "Which research data sources permit reuse and under what terms?", "url": "/data/#KIT-170", "candidate_sources": [ "NSF NCSES", "OpenAlex" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Terms must be read at retrieval time.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-171", "status": "specification_only", "title": "Occupation Transition Indicators", "category": "Careers and Workforce", "question": "Which indicators help compare moves between occupations?", "url": "/data/#KIT-171", "candidate_sources": [ "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.", "limits": "No individual hiring probability.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-172", "status": "specification_only", "title": "Occupational Concentration by Region", "category": "Careers and Workforce", "question": "Where is employment in an occupation concentrated relative to the nation?", "url": "/data/#KIT-172", "candidate_sources": [ "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.", "limits": "Suppressed estimates leave gaps.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-173", "status": "specification_only", "title": "Wage Percentile Spread", "category": "Careers and Workforce", "question": "How wide is the wage spread within an occupation by region?", "url": "/data/#KIT-173", "candidate_sources": [ "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.", "limits": "Percentiles exclude self-employed workers.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-174", "status": "specification_only", "title": "Openings versus Growth", "category": "Careers and Workforce", "question": "Which occupations have many openings despite low growth?", "url": "/data/#KIT-174", "candidate_sources": [ "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.", "limits": "Projections are not job security.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-175", "status": "specification_only", "title": "Occupational Licensing Requirements Map", "category": "Careers and Workforce", "question": "Which occupations require a license in which states and what is required?", "url": "/data/#KIT-175", "candidate_sources": [ "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.", "limits": "Board pages must be read individually.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-176", "status": "specification_only", "title": "Registered Apprenticeship Directory", "category": "Careers and Workforce", "question": "Which registered apprenticeships are active by occupation and county?", "url": "/data/#KIT-176", "candidate_sources": [ "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.", "limits": "Active status is not openings.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-177", "status": "specification_only", "title": "Health Workforce Shortage Areas", "category": "Careers and Workforce", "question": "Which areas are designated health professional shortage areas by discipline?", "url": "/data/#KIT-177", "candidate_sources": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Designation is administrative, not vacancy count.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-178", "status": "specification_only", "title": "Nursing Workforce Supply Trend", "category": "Careers and Workforce", "question": "How has nursing employment changed by region over time?", "url": "/data/#KIT-178", "candidate_sources": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Employment counts jobs, not licensed persons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-179", "status": "specification_only", "title": "Technology Occupations by Metro", "category": "Careers and Workforce", "question": "How do technology occupation wages and employment compare across metros?", "url": "/data/#KIT-179", "candidate_sources": [ "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.", "limits": "Remote work blurs metro attribution.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-180", "status": "specification_only", "title": "Manufacturing Employment by County", "category": "Careers and Workforce", "question": "Which counties show sustained manufacturing employment change?", "url": "/data/#KIT-180", "candidate_sources": [ "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.", "limits": "Suppressed cells for small counties.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-181", "status": "specification_only", "title": "Energy Sector Occupation Outlook", "category": "Careers and Workforce", "question": "Which occupations are concentrated in energy industries and how are they projected?", "url": "/data/#KIT-181", "candidate_sources": [ "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.", "limits": "Industry boundaries for energy are contested.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-182", "status": "specification_only", "title": "Transportation and Warehousing Jobs", "category": "Careers and Workforce", "question": "Where are transportation and warehousing jobs growing by county?", "url": "/data/#KIT-182", "candidate_sources": [ "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.", "limits": "Establishment relocations create jumps.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-183", "status": "specification_only", "title": "Agricultural Labor Seasonality", "category": "Careers and Workforce", "question": "How does agricultural employment vary by month and county?", "url": "/data/#KIT-183", "candidate_sources": [ "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.", "limits": "Contract labor coverage is partial.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-184", "status": "specification_only", "title": "Public Sector Employment Trend", "category": "Careers and Workforce", "question": "How has government employment changed by level and region?", "url": "/data/#KIT-184", "candidate_sources": [ "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.", "limits": "Education employment may be classified as government.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-185", "status": "specification_only", "title": "Nonprofit Employment Share", "category": "Careers and Workforce", "question": "What share of regional employment is in nonprofit establishments?", "url": "/data/#KIT-185", "candidate_sources": [ "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.", "limits": "Nonprofit identification depends on research datasets.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-186", "status": "specification_only", "title": "Retail Employment Shift", "category": "Careers and Workforce", "question": "Which retail subsectors gained or lost employment over a period?", "url": "/data/#KIT-186", "candidate_sources": [ "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.", "limits": "NAICS revisions move e-commerce.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-187", "status": "specification_only", "title": "Hospitality Wage Comparison", "category": "Careers and Workforce", "question": "How do hospitality wages compare across metros for the same occupation?", "url": "/data/#KIT-187", "candidate_sources": [ "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.", "limits": "Tips reporting varies.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-188", "status": "specification_only", "title": "Layoff Notice Tracker", "category": "Careers and Workforce", "question": "Which employers filed layoff notices in a region and when?", "url": "/data/#KIT-188", "candidate_sources": [ "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.", "limits": "Notices are not actual separations.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-189", "status": "specification_only", "title": "Teacher Labor Market Context", "category": "Careers and Workforce", "question": "How do teacher openings and credential production compare by region?", "url": "/data/#KIT-189", "candidate_sources": [ "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.", "limits": "Completers may not enter teaching.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-190", "status": "specification_only", "title": "Skills Crosswalk Coverage", "category": "Careers and Workforce", "question": "Which occupations have documented skill profiles and how complete are they?", "url": "/data/#KIT-190", "candidate_sources": [ "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.", "limits": "Skill ratings are survey-based.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-191", "status": "specification_only", "title": "Remote-Capable Work Context", "category": "Careers and Workforce", "question": "Which occupations have work context attributes consistent with remote work?", "url": "/data/#KIT-191", "candidate_sources": [ "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.", "limits": "Not actual remote work rates.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-192", "status": "specification_only", "title": "Construction Trades Outlook", "category": "Careers and Workforce", "question": "How do construction trade openings and wages compare by region?", "url": "/data/#KIT-192", "candidate_sources": [ "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.", "limits": "Union and apprenticeship wages differ from averages.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-193", "status": "specification_only", "title": "Local Market Context Indicators", "category": "Business and Public Systems", "question": "Which public indicators contextualize a local business idea before direct customer tests?", "url": "/data/#KIT-193", "candidate_sources": [ "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.", "limits": "Population statistics are not demand.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-194", "status": "specification_only", "title": "Establishment Density by Industry", "category": "Business and Public Systems", "question": "How many establishments per resident exist by industry and county?", "url": "/data/#KIT-194", "candidate_sources": [ "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.", "limits": "Noise-protected counts.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-195", "status": "specification_only", "title": "Business Survival by Cohort", "category": "Business and Public Systems", "question": "What share of new establishments survive by cohort and region?", "url": "/data/#KIT-195", "candidate_sources": [ "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.", "limits": "Exits include relocations.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-196", "status": "specification_only", "title": "Segment Revenue Comparison", "category": "Business and Public Systems", "question": "How is revenue split by reported segment at comparable public companies?", "url": "/data/#KIT-196", "candidate_sources": [ "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.", "limits": "Segment definitions differ across filers.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-197", "status": "specification_only", "title": "R&D Intensity Comparison", "category": "Business and Public Systems", "question": "How does R&D spending relative to revenue compare across companies?", "url": "/data/#KIT-197", "candidate_sources": [ "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.", "limits": "Tag usage varies by filer.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-198", "status": "specification_only", "title": "Federal Contracts by County and Industry", "category": "Business and Public Systems", "question": "Which industries receive federal contract dollars in each county?", "url": "/data/#KIT-198", "candidate_sources": [ "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.", "limits": "Place of performance differs from recipient location.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-199", "status": "specification_only", "title": "Federal Grant Flow by Program", "category": "Business and Public Systems", "question": "How do grant obligations flow from agencies through programs to recipient types?", "url": "/data/#KIT-199", "candidate_sources": [ "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.", "limits": "Subawards are incomplete.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-200", "status": "specification_only", "title": "City Revenue Mix", "category": "Business and Public Systems", "question": "Which revenue sources do cities depend on most?", "url": "/data/#KIT-200", "candidate_sources": [ "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.", "limits": "Late filers missing.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-201", "status": "specification_only", "title": "County Expenditure Change", "category": "Business and Public Systems", "question": "Which spending categories drove year-over-year change in a county budget?", "url": "/data/#KIT-201", "candidate_sources": [ "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.", "limits": "Function codes change with reporting rules.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-202", "status": "specification_only", "title": "Municipal Debt Context", "category": "Business and Public Systems", "question": "How does outstanding debt per resident compare across cities?", "url": "/data/#KIT-202", "candidate_sources": [ "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.", "limits": "Not an investment assessment.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-203", "status": "specification_only", "title": "Electricity Price and Use by Sector", "category": "Business and Public Systems", "question": "How do electricity prices and consumption vary by sector and state?", "url": "/data/#KIT-203", "candidate_sources": [ "EIA", "EPA Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Monthly data are revised.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-204", "status": "specification_only", "title": "Renewable Generation Capacity", "category": "Business and Public Systems", "question": "Where is renewable generating capacity located by county?", "url": "/data/#KIT-204", "candidate_sources": [ "EIA", "EPA Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Nameplate is not generation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-205", "status": "specification_only", "title": "Air Quality Context", "category": "Business and Public Systems", "question": "How many unhealthy air quality days occur near a candidate site?", "url": "/data/#KIT-205", "candidate_sources": [ "EIA", "EPA Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Monitor coverage is sparse.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-206", "status": "specification_only", "title": "Permits versus Household Growth", "category": "Business and Public Systems", "question": "How do housing permits compare with household growth by county?", "url": "/data/#KIT-206", "candidate_sources": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Permits are not completions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-207", "status": "specification_only", "title": "Rent Burden by Income", "category": "Business and Public Systems", "question": "What share of households pay over thirty percent of income in rent by band?", "url": "/data/#KIT-207", "candidate_sources": [ "HUD User", "Census ACS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Margins of error are large for small areas.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-208", "status": "specification_only", "title": "Transit Ridership Trend", "category": "Business and Public Systems", "question": "How has ridership changed by agency and mode?", "url": "/data/#KIT-208", "candidate_sources": [ "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.", "limits": "Reporting lags and restatements.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-209", "status": "specification_only", "title": "Freight Flow Context", "category": "Business and Public Systems", "question": "Which commodities move between regions and by what mode?", "url": "/data/#KIT-209", "candidate_sources": [ "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.", "limits": "Survey-based flows carry sampling error.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-210", "status": "specification_only", "title": "Crop Acreage and Yield", "category": "Business and Public Systems", "question": "How have acreage and yield changed by crop and county?", "url": "/data/#KIT-210", "candidate_sources": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "County estimates are suppressed for small crops.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-211", "status": "specification_only", "title": "Farm Size Distribution", "category": "Business and Public Systems", "question": "How are farms distributed by size class in each county?", "url": "/data/#KIT-211", "candidate_sources": [ "USDA NASS", "USDA ERS" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "Census is every five years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-212", "status": "specification_only", "title": "Health Facility Capacity Context", "category": "Business and Public Systems", "question": "Where are hospitals and health centers located relative to population?", "url": "/data/#KIT-212", "candidate_sources": [ "HRSA Data", "CDC Data" ], "method": "Proposed analysis at the declared grain. Conceptual join keys require exact source-schema mapping, period alignment and fanout validation.", "limits": "No patient-level data.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-213", "status": "specification_only", "title": "Grants to Nonprofits by Program", "category": "Business and Public Systems", "question": "Which federal programs fund nonprofit recipients in a region?", "url": "/data/#KIT-213", "candidate_sources": [ "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.", "limits": "Recipient typing is self-reported.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-214", "status": "specification_only", "title": "Retail Trade Context by Area", "category": "Business and Public Systems", "question": "How do retail establishment counts and payroll compare across areas?", "url": "/data/#KIT-214", "candidate_sources": [ "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.", "limits": "Payroll is not sales.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-215", "status": "specification_only", "title": "Lodging Indicator Trend", "category": "Business and Public Systems", "question": "How have accommodation establishments and local lodging taxes changed?", "url": "/data/#KIT-215", "candidate_sources": [ "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.", "limits": "Short-term rentals are inconsistently included.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-216", "status": "specification_only", "title": "Schedule Slot Fit", "category": "Sports and Recreation", "question": "How do available lineup slots change the usefulness of a weekly schedule?", "url": "/data/#KIT-216", "candidate_sources": [ "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.", "limits": "Official schedule feed only; no roster actions.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-217", "status": "specification_only", "title": "Schedule Imbalance Audit", "category": "Sports and Recreation", "question": "How unevenly are games distributed across teams in a week and after postponements?", "url": "/data/#KIT-217", "candidate_sources": [ "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.", "limits": "Postponement records need official confirmation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-218", "status": "specification_only", "title": "Off-Day Complement Finder", "category": "Sports and Recreation", "question": "Which team pairs have complementary off days in a week?", "url": "/data/#KIT-218", "candidate_sources": [ "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.", "limits": "Schedule changes invalidate pairs.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-219", "status": "specification_only", "title": "College Athletics Revenue and Expense", "category": "Sports and Recreation", "question": "How do athletics revenues and expenses compare by sport and institution?", "url": "/data/#KIT-219", "candidate_sources": [ "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.", "limits": "Allocated revenues blur comparisons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-220", "status": "specification_only", "title": "Athletic Participation by Sport", "category": "Sports and Recreation", "question": "How many athletes participate by sport and gender at each institution?", "url": "/data/#KIT-220", "candidate_sources": [ "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.", "limits": "Multi-sport athletes counted per sport.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-221", "status": "specification_only", "title": "High School Participation Trend", "category": "Sports and Recreation", "question": "Which high school sports are growing or shrinking by state?", "url": "/data/#KIT-221", "candidate_sources": [ "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.", "limits": "Reuse terms for survey data are unverified.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-222", "status": "specification_only", "title": "Sport Sponsorship by Division", "category": "Sports and Recreation", "question": "Which institutions sponsor a sport at which competitive level?", "url": "/data/#KIT-222", "candidate_sources": [ "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.", "limits": "Sponsorship is not roster openings.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-223", "status": "specification_only", "title": "Athletic Aid Totals Context", "category": "Sports and Recreation", "question": "How does athletically related aid compare by institution and gender?", "url": "/data/#KIT-223", "candidate_sources": [ "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.", "limits": "Totals are not per-athlete awards.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-224", "status": "specification_only", "title": "Coaching Compensation Context", "category": "Sports and Recreation", "question": "How do reported average coaching salaries vary by sport?", "url": "/data/#KIT-224", "candidate_sources": [ "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.", "limits": "Averages over small staffs.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-225", "status": "specification_only", "title": "Travel Distance in Schedules", "category": "Sports and Recreation", "question": "How far do teams travel across a season schedule?", "url": "/data/#KIT-225", "candidate_sources": [ "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.", "limits": "Venue coordinates need a verified source.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-226", "status": "specification_only", "title": "Back-to-Back Game Density", "category": "Sports and Recreation", "question": "How many back-to-back game days does each team face?", "url": "/data/#KIT-226", "candidate_sources": [ "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.", "limits": "Depends on schedule version date.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-227", "status": "specification_only", "title": "Youth League Season Calendars", "category": "Sports and Recreation", "question": "When do youth league seasons and registrations run by sport?", "url": "/data/#KIT-227", "candidate_sources": [ "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.", "limits": "Official league pages only.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-228", "status": "specification_only", "title": "Season Structure Comparison", "category": "Sports and Recreation", "question": "How do games per season and playoff formats differ across leagues?", "url": "/data/#KIT-228", "candidate_sources": [ "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.", "limits": "Formats change by agreement.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-229", "status": "specification_only", "title": "Conference Membership Changes", "category": "Sports and Recreation", "question": "Which institutions moved between conferences and when?", "url": "/data/#KIT-229", "candidate_sources": [ "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.", "limits": "Effective dates differ by sport.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-230", "status": "specification_only", "title": "Sports Data License Register", "category": "Sports and Recreation", "question": "Which sports feeds permit reuse and under what terms?", "url": "/data/#KIT-230", "candidate_sources": [ "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.", "limits": "Scraped statistics sites are not assumed reusable.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-231", "status": "specification_only", "title": "Reusable Metric Definition Registry", "category": "Operations and Agents", "question": "Which metric definitions are shared across kits and which versions are current?", "url": "/data/#KIT-231", "candidate_sources": [ "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.", "limits": "Definitions must be reconciled before reuse.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-232", "status": "specification_only", "title": "Non-Specialist Exploration Views", "category": "Operations and Agents", "question": "Which saved views let non-specialists explore a kit without rebuilding its model?", "url": "/data/#KIT-232", "candidate_sources": [ "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.", "limits": "Views use fictional labeled previews until data is qualified.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-233", "status": "specification_only", "title": "Source Registry with Permissions", "category": "Operations and Agents", "question": "Which sources are registered with publisher, version, and permission status?", "url": "/data/#KIT-233", "candidate_sources": [ "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.", "limits": "Permission status expires.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-234", "status": "specification_only", "title": "Identifier Crosswalk Quality", "category": "Operations and Agents", "question": "How well do institution and organization identifiers match across systems?", "url": "/data/#KIT-234", "candidate_sources": [ "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.", "limits": "Unmatched is not nonexistent.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-235", "status": "specification_only", "title": "Geography Vintage Alignment", "category": "Operations and Agents", "question": "Which kits join geographies from different boundary vintages?", "url": "/data/#KIT-235", "candidate_sources": [ "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.", "limits": "Boundary changes alter comparisons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-236", "status": "specification_only", "title": "Suppression and Small-Cell Register", "category": "Operations and Agents", "question": "Which tables apply suppression rules and how many cells are affected?", "url": "/data/#KIT-236", "candidate_sources": [ "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.", "limits": "Suppressed is not zero.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-237", "status": "specification_only", "title": "Period Compatibility Matrix", "category": "Operations and Agents", "question": "Which source pairs use incompatible fiscal, academic, or calendar periods?", "url": "/data/#KIT-237", "candidate_sources": [ "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.", "limits": "Compatibility must be re-checked per release.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-238", "status": "specification_only", "title": "Revision History Monitor", "category": "Operations and Agents", "question": "How often and how much do source releases revise prior values?", "url": "/data/#KIT-238", "candidate_sources": [ "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.", "limits": "Only observed releases are covered.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-239", "status": "specification_only", "title": "Schema Drift Detector", "category": "Operations and Agents", "question": "Which fields were added, removed, or retyped between source versions?", "url": "/data/#KIT-239", "candidate_sources": [ "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.", "limits": "Semantic changes may not change schema.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-240", "status": "specification_only", "title": "Crosswalk Fanout Audit", "category": "Operations and Agents", "question": "How much row multiplication does each many-to-many crosswalk produce?", "url": "/data/#KIT-240", "candidate_sources": [ "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.", "limits": "High fanout invalidates sums.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-241", "status": "specification_only", "title": "Preview Data Labeling", "category": "Operations and Agents", "question": "Which chart previews use fictional data and are labeled as such?", "url": "/data/#KIT-241", "candidate_sources": [ "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.", "limits": "Unlabeled previews block publication.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-242", "status": "specification_only", "title": "Cross-Dataset Query Template Library", "category": "Operations and Agents", "question": "Which reusable query templates join which source profiles?", "url": "/data/#KIT-242", "candidate_sources": [ "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.", "limits": "Templates are designs until validated.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-243", "status": "specification_only", "title": "Acceptance Check Ledger", "category": "Operations and Agents", "question": "Which acceptance checks passed, failed, or were skipped per kit run?", "url": "/data/#KIT-243", "candidate_sources": [ "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.", "limits": "Skipped is not passed.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-244", "status": "specification_only", "title": "Cost per Validated Record", "category": "Operations and Agents", "question": "What does each validated record cost by run and source?", "url": "/data/#KIT-244", "candidate_sources": [ "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.", "limits": "Estimates are not actual charges.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-245", "status": "specification_only", "title": "Retrieval Trace Register", "category": "Operations and Agents", "question": "Can each delivered field be traced to a source span and version?", "url": "/data/#KIT-245", "candidate_sources": [ "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.", "limits": "No operational customer data.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-246", "status": "specification_only", "title": "Evidence State Taxonomy", "category": "Operations and Agents", "question": "How many claims sit in each evidence state across the catalog?", "url": "/data/#KIT-246", "candidate_sources": [ "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.", "limits": "States must be reassessed on source change.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-247", "status": "specification_only", "title": "License Compatibility Matrix", "category": "Operations and Agents", "question": "Which source license pairs can be combined in one output?", "url": "/data/#KIT-247", "candidate_sources": [ "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.", "limits": "Needs legal review; not legal advice.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-248", "status": "specification_only", "title": "Refresh Cadence Planner", "category": "Operations and Agents", "question": "When is each source expected to release and when is a refresh due?", "url": "/data/#KIT-248", "candidate_sources": [ "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.", "limits": "Publisher schedules change.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-249", "status": "specification_only", "title": "Export Manifest Register", "category": "Operations and Agents", "question": "Which exports exist with checksums, versions, and schema references?", "url": "/data/#KIT-249", "candidate_sources": [ "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.", "limits": "Manifest presence is not acceptance.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-250", "status": "specification_only", "title": "Catalog Facet Coverage", "category": "Operations and Agents", "question": "Which kits lack values for required search facets?", "url": "/data/#KIT-250", "candidate_sources": [ "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.", "limits": "Facet gaps degrade search for 1000+ kits.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-251", "status": "specification_only", "title": "Returning Adult Enrollment", "category": "Public College Systems", "question": "Which public campuses enroll returning adults without combining undergraduate and graduate populations?", "url": "/data/#KIT-251", "candidate_sources": [ "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.", "limits": "Age bands do not identify students who stopped out or returned.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-252", "status": "specification_only", "title": "Part-Time Completion Coverage", "category": "Public College Systems", "question": "Where are part-time public-college completion outcomes actually reported?", "url": "/data/#KIT-252", "candidate_sources": [ "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.", "limits": "Do not substitute full-time first-time graduation rates for part-time outcomes.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-253", "status": "specification_only", "title": "Student Services Spending Context", "category": "Public College Systems", "question": "How does public-campus student-services spending compare after aligning enrollment measures?", "url": "/data/#KIT-253", "candidate_sources": [ "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.", "limits": "Accounting differences and shared system expenses can invalidate comparisons.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-254", "status": "specification_only", "title": "Instructional Capacity and Enrollment Change", "category": "Public College Systems", "question": "Where has enrollment changed faster than reported instructional staffing?", "url": "/data/#KIT-254", "candidate_sources": [ "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.", "limits": "Staffing ratios do not measure class availability or teaching quality.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-255", "status": "specification_only", "title": "Commuter Student Support Coverage", "category": "Public College Systems", "question": "Which campuses publish evening service hours relevant to commuter students?", "url": "/data/#KIT-255", "candidate_sources": [ "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.", "limits": "Published hours require current checks and do not establish actual utilization.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-256", "status": "specification_only", "title": "Institution Closure and Teach-Out Evidence", "category": "Private and Specialized Colleges", "question": "Which private-college closure notices document teach-out destinations and affected programs?", "url": "/data/#KIT-256", "candidate_sources": [ "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.", "limits": "A named destination is not proof that every credit or financial obligation transfers.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-257", "status": "specification_only", "title": "Net Price Reporting Coverage", "category": "Private and Specialized Colleges", "question": "Which private colleges omit net-price data for income groups relevant to a comparison?", "url": "/data/#KIT-257", "candidate_sources": [ "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.", "limits": "Missing cells cannot be treated as zero cost or affordability evidence.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-258", "status": "specification_only", "title": "Small-College Volatility", "category": "Private and Specialized Colleges", "question": "How sensitive are private-college completion comparisons to small cohort sizes?", "url": "/data/#KIT-258", "candidate_sources": [ "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.", "limits": "Small-cohort variation does not establish institutional improvement or decline.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-259", "status": "specification_only", "title": "Private-College Aid Recipient Coverage", "category": "Private and Specialized Colleges", "question": "How much of a private college's student population is represented by its published aid averages?", "url": "/data/#KIT-259", "candidate_sources": [ "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.", "limits": "Recipient averages do not describe every student's expected award.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-260", "status": "specification_only", "title": "Private Program Discontinuation Notices", "category": "Private and Specialized Colleges", "question": "Which private-college programs have official discontinuation or enrollment-pause notices?", "url": "/data/#KIT-260", "candidate_sources": [ "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.", "limits": "Absence of a notice does not establish that admissions remain open.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-261", "status": "specification_only", "title": "Licensure Exam Cohort Reconciliation", "category": "Programs and Credentials", "question": "Which program pass-rate tables reconcile first-time testers, repeat testers and total attempts?", "url": "/data/#KIT-261", "candidate_sources": [ "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.", "limits": "Attempt-based and person-based pass rates must remain separate.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-262", "status": "specification_only", "title": "Clinical Placement Requirements", "category": "Programs and Credentials", "question": "Which training programs require students to obtain their own clinical placement?", "url": "/data/#KIT-262", "candidate_sources": [ "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.", "limits": "Published requirements do not prove placement availability or admission eligibility.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-263", "status": "specification_only", "title": "Program Completion Time Evidence", "category": "Programs and Credentials", "question": "Where do program-specific time-to-completion distributions exist rather than advertised duration?", "url": "/data/#KIT-263", "candidate_sources": [ "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.", "limits": "Advertised course length cannot replace observed completion time.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-264", "status": "specification_only", "title": "Credential Examination Cost Components", "category": "Programs and Credentials", "question": "What costs are excluded when comparing tuition-only credential programs?", "url": "/data/#KIT-264", "candidate_sources": [ "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.", "limits": "Missing fees remain unknown and cannot be silently set to zero.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-265", "status": "specification_only", "title": "Program-to-License Eligibility Exceptions", "category": "Programs and Credentials", "question": "Which published credential pathways contain state-specific eligibility exceptions?", "url": "/data/#KIT-265", "candidate_sources": [ "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.", "limits": "Program completion is not proof that an individual qualifies for licensure.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-266", "status": "specification_only", "title": "Aid Renewal Conditions", "category": "Affordability and Aid", "question": "Which scholarships have renewal conditions that materially change multi-year affordability?", "url": "/data/#KIT-266", "candidate_sources": [ "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.", "limits": "A renewal condition is not a prediction that an individual will retain funding.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-267", "status": "specification_only", "title": "Summer Enrollment Cost Gaps", "category": "Affordability and Aid", "question": "How do published annual budgets handle optional or required summer enrollment?", "url": "/data/#KIT-267", "candidate_sources": [ "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.", "limits": "Do not add summer charges twice when a program budget already includes them.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-268", "status": "specification_only", "title": "Aid Refund Timing Windows", "category": "Affordability and Aid", "question": "Which institutions publish when aid credits may become available for living costs?", "url": "/data/#KIT-268", "candidate_sources": [ "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.", "limits": "Published timing is conditional and does not guarantee an individual's deposit date.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-269", "status": "specification_only", "title": "Dependent-Care Budget Adjustments", "category": "Affordability and Aid", "question": "Which colleges explain the process for requesting dependent-care cost adjustments?", "url": "/data/#KIT-269", "candidate_sources": [ "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.", "limits": "An allowed budget adjustment is not a grant or guaranteed additional aid.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-270", "status": "specification_only", "title": "Loan Origination Fee Comparability", "category": "Affordability and Aid", "question": "Which published budgets include loan fees and for which borrowing assumptions?", "url": "/data/#KIT-270", "candidate_sources": [ "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.", "limits": "An allowance is not a charge paid by every student or an actual loan offer.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-271", "status": "specification_only", "title": "Transfer Graduation Denominator Audit", "category": "Transfer Pathways", "question": "Which sending-college comparisons track graduates rather than applicants or entering transfers?", "url": "/data/#KIT-271", "candidate_sources": [ "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.", "limits": "Do not label a college the largest producer of UC graduates without linked graduation counts.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-272", "status": "specification_only", "title": "Transfer Major Switching", "category": "Transfer Pathways", "question": "Where are transfer students' entry majors and graduation majors reported together?", "url": "/data/#KIT-272", "candidate_sources": [ "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.", "limits": "Aggregate transitions cannot establish why a student changed majors.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-273", "status": "specification_only", "title": "Course Renumbering and Articulation", "category": "Transfer Pathways", "question": "Which course-renumbering changes require an explicit historical articulation crosswalk?", "url": "/data/#KIT-273", "candidate_sources": [ "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.", "limits": "A matching course title does not prove course equivalence across years.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-274", "status": "specification_only", "title": "Articulation Series Completion Rules", "category": "Transfer Pathways", "question": "Which transfer agreements require a full course sequence rather than individual course matches?", "url": "/data/#KIT-274", "candidate_sources": [ "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.", "limits": "Do not turn an AND sequence into independent OR alternatives.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-275", "status": "specification_only", "title": "Transfer Outcome Reporting Lag", "category": "Transfer Pathways", "question": "How long after transfer entry do published outcome comparisons become available?", "url": "/data/#KIT-275", "candidate_sources": [ "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.", "limits": "A newer publication date does not make its underlying cohort more recent.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-276", "status": "specification_only", "title": "Research Affiliation Attribution", "category": "Research and Mobility", "question": "How do campus publication counts change when hospital and laboratory affiliations are resolved explicitly?", "url": "/data/#KIT-276", "candidate_sources": [ "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.", "limits": "Institutional-name matching can duplicate or misattribute affiliated research.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-277", "status": "specification_only", "title": "Citation Window Sensitivity", "category": "Research and Mobility", "question": "How sensitive are citation comparisons to the length of the observation window?", "url": "/data/#KIT-277", "candidate_sources": [ "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.", "limits": "Longer exposure produces more citations and is not a fair quality advantage.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-278", "status": "specification_only", "title": "Research Dataset Reproducibility Links", "category": "Research and Mobility", "question": "Which research outputs provide persistent links to underlying data and code?", "url": "/data/#KIT-278", "candidate_sources": [ "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.", "limits": "A working link does not establish reproducibility, license permission or artifact correctness.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-279", "status": "specification_only", "title": "Grant Recipient Entity Resolution", "category": "Research and Mobility", "question": "How much research funding changes attribution after recipient-name aliases are reconciled?", "url": "/data/#KIT-279", "candidate_sources": [ "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.", "limits": "Parent organizations and subawards must not be added as separate copies of the same funding.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-280", "status": "specification_only", "title": "Retraction and Correction Context", "category": "Research and Mobility", "question": "Which scholarly records carry publisher-issued correction or retraction links?", "url": "/data/#KIT-280", "candidate_sources": [ "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.", "limits": "A correction is not equivalent to a retraction or evidence of misconduct.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-281", "status": "specification_only", "title": "Entry Wage and Experienced Wage Definitions", "category": "Careers and Workforce", "question": "Which wage comparisons actually distinguish experience levels rather than substituting wage percentiles?", "url": "/data/#KIT-281", "candidate_sources": [ "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.", "limits": "A tenth-percentile wage is not automatically an entry-level wage.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-282", "status": "specification_only", "title": "Occupation Projection Vintage Revisions", "category": "Careers and Workforce", "question": "Which occupations change outlook when comparing official projection vintages on compatible codes?", "url": "/data/#KIT-282", "candidate_sources": [ "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.", "limits": "Revision differences are not realized employment gains or losses.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-283", "status": "specification_only", "title": "Program-to-Occupation Crosswalk Ambiguity", "category": "Careers and Workforce", "question": "Which degree fields map to many occupations and therefore resist a single salary claim?", "url": "/data/#KIT-283", "candidate_sources": [ "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.", "limits": "A crosswalk describes related training, not observed graduate job placement.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-284", "status": "specification_only", "title": "Wage Estimate Precision Coverage", "category": "Careers and Workforce", "question": "Where do official wage estimates have uncertainty or suppression that changes comparison quality?", "url": "/data/#KIT-284", "candidate_sources": [ "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.", "limits": "Do not rank suppressed estimates or infer a precise difference without uncertainty evidence.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-285", "status": "specification_only", "title": "Apprenticeship Wage Progression Terms", "category": "Careers and Workforce", "question": "Which registered apprenticeships publish wage progression rules and related-instruction requirements?", "url": "/data/#KIT-285", "candidate_sources": [ "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.", "limits": "A listed standard is not a current vacancy or an employment offer.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-286", "status": "specification_only", "title": "Federal Award Revision Reconciliation", "category": "Business and Public Systems", "question": "Which procurement totals change after award modifications and deobligations are included?", "url": "/data/#KIT-286", "candidate_sources": [ "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.", "limits": "Award ceilings, obligations and outlays are different measures and cannot be summed together.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-287", "status": "specification_only", "title": "Public Company Restatement Comparability", "category": "Business and Public Systems", "question": "Which company trend comparisons span a restated reporting period?", "url": "/data/#KIT-287", "candidate_sources": [ "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.", "limits": "Keep original and restated versions separate and do not mix fiscal calendars.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-288", "status": "specification_only", "title": "Municipal Service Definition Changes", "category": "Business and Public Systems", "question": "Which city spending comparisons are affected by department reorganizations?", "url": "/data/#KIT-288", "candidate_sources": [ "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.", "limits": "A department rename is not evidence of a change in service level.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-289", "status": "specification_only", "title": "Supplier Concentration in Public Awards", "category": "Business and Public Systems", "question": "How concentrated are awarded obligations among distinct supplier entities?", "url": "/data/#KIT-289", "candidate_sources": [ "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.", "limits": "Shared corporate ownership and missing supplier IDs can understate concentration.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-290", "status": "specification_only", "title": "Public Grant Opportunity Eligibility Changes", "category": "Business and Public Systems", "question": "Which grant opportunity revisions change eligibility, matching funds or deadlines?", "url": "/data/#KIT-290", "candidate_sources": [ "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.", "limits": "A historical notice or a previous award is not proof of current eligibility.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-291", "status": "specification_only", "title": "Fantasy Schedule Revision Risk", "category": "Sports and Recreation", "question": "Which future schedule comparisons change after postponements and rescheduling notices?", "url": "/data/#KIT-291", "candidate_sources": [ "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.", "limits": "A published game is not a guarantee of player participation or fantasy eligibility.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-292", "status": "specification_only", "title": "Fantasy Position Eligibility Provenance", "category": "Sports and Recreation", "question": "Which player-position comparisons rely on different platform eligibility rules?", "url": "/data/#KIT-292", "candidate_sources": [ "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.", "limits": "League-specific roster rules and live eligibility must be checked before any recommendation.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-293", "status": "specification_only", "title": "Sports Participation Denominator Coverage", "category": "Sports and Recreation", "question": "Which participation rates use unique athletes rather than duplicated team appearances?", "url": "/data/#KIT-293", "candidate_sources": [ "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.", "limits": "Multi-sport participants may appear more than once; do not invent unique-athlete totals.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-294", "status": "specification_only", "title": "Schedule Time-Zone Normalization", "category": "Sports and Recreation", "question": "Which schedule comparisons shift dates when games are normalized to a viewer's time zone?", "url": "/data/#KIT-294", "candidate_sources": [ "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.", "limits": "A local date without an authoritative time zone cannot be reliably converted.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-295", "status": "specification_only", "title": "Athletic Expense Allocation Coverage", "category": "Sports and Recreation", "question": "Which college athletics comparisons include shared and unallocated expenses?", "url": "/data/#KIT-295", "candidate_sources": [ "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.", "limits": "Accounting allocations and sponsorship differences prevent simple efficiency rankings.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-296", "status": "specification_only", "title": "AI Evaluation Comparability Register", "category": "AI and Agent Data", "question": "Which model comparisons share the same task, prompt, scoring method and evaluation conditions?", "url": "/data/#KIT-296", "candidate_sources": [ "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.", "limits": "Unmatched benchmark scores cannot support a universal model ranking.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-297", "status": "specification_only", "title": "AI Model License and Deployment Conditions", "category": "AI and Agent Data", "question": "Which model artifacts document permitted use, redistribution and hosting constraints?", "url": "/data/#KIT-297", "candidate_sources": [ "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.", "limits": "A model family name or public download is not blanket commercial-use permission.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-298", "status": "specification_only", "title": "Agent Data Delivery Reliability", "category": "AI and Agent Data", "question": "Which data services provide independently verified delivery and recovery evidence?", "url": "/data/#KIT-298", "candidate_sources": [ "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.", "limits": "A queued request, payment event or HTTP success alone does not prove usable delivery.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-299", "status": "specification_only", "title": "Model Usage Cost Evidence", "category": "AI and Agent Data", "question": "Which usage comparisons distinguish actual charges from token list-price estimates?", "url": "/data/#KIT-299", "candidate_sources": [ "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.", "limits": "Subscription fees, credits, API-equivalent estimates and actual charges remain separate.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." }, { "id": "KIT-300", "status": "specification_only", "title": "Agent Dataset Contract Compatibility", "category": "AI and Agent Data", "question": "Which data products can an agent consume without guessing fields, missing values or edition semantics?", "url": "/data/#KIT-300", "candidate_sources": [ "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.", "limits": "Passing a declared schema does not independently authenticate the underlying source or guarantee task success.", "refresh_policy": "Match verified publisher releases and user freshness needs. No live ingestion or refresh is configured." } ], "sources": [ { "url": "https://data.census.gov/table/ACSDT5Y2024.B17010", "publisher": "U.S. Census Bureau" }, { "url": "https://data.census.gov/table/ACSDT5Y2024.B19113", "publisher": "U.S. Census Bureau" }, { "url": "https://www.universityofcalifornia.edu/about-uc/campuses-locations", "publisher": "University of California" }, { "url": "https://www2.census.gov/programs-surveys/popest/datasets/2020-2024/counties/totals/co-est2024-alldata.csv", "publisher": "U.S. Census Bureau" } ], "storefront_kit_index": "/data/catalog/storefront-kits.json" }