{ "version": 1, "purpose": "Exact-city source-backed evidence profile and explicit coverage gaps. This review draft is not a paid city offer.", "status": "review_draft", "city_contract": { "status": "verified official2024place identity; local city canary only, not listed for sale", "name": "Los Angeles city, California", "geography_type": "incorporated city / Census place", "state_fips": "06", "place_fips": "44000", "geoid": "0644000", "acs_geo_id": "1600000US0644000", "boundary_vintage": 2024, "gazetteer_record": { "USPS": "CA", "GEOID": "0644000", "ANSICODE": "02410877", "NAME": "Los Angeles city", "LSAD": "25", "FUNCSTAT": "A", "ALAND": "1218641632", "AWATER": "80409616", "ALAND_SQMI": "470.52", "AWATER_SQMI": "31.046", "INTPTLAT": "34.019394", "INTPTLONG": "-118.410825" }, "tiger_dbf_record": { "STATEFP": "06", "PLACEFP": "44000", "PLACENS": "02410877", "GEOID": "0644000", "GEOIDFQ": "1600000US0644000", "NAME": "Los Angeles", "NAMELSAD": "Los Angeles city", "LSAD": "25", "CLASSFP": "C1", "PCICBSA": "Y", "MTFCC": "G4110", "FUNCSTAT": "A", "ALAND": "1218641632", "AWATER": "80409616", "INTPTLAT": "+34.0193936", "INTPTLON": "-118.4108248" }, "tiger_shape_record_sha256": "9f310a676abe2b9be5a0a4b4f986c6e9939abbde325722f30c86a1fe7127ea9c", "tiger_boundary_bounds": [ -118.668176, 33.703652, -118.155289, 34.337306 ], "sources": [ { "url": "https://www2.census.gov/geo/docs/maps-data/data/gazetteer/2024_Gazetteer/2024_Gaz_place_national.zip", "sha256": "cf262fc92b2326f7a8c62a89d156a60eb17d64d6d35f7a62310c43bb08972c06" }, { "url": "https://www2.census.gov/geo/tiger/TIGER2024/PLACE/tl_2024_06_place.zip", "sha256": "81b827124043164a93d442f6dc4c088fd56c319da14195e4a14ab0fb39656a42" } ], "verified_at": "2026-11-03T02:23:49.650610+00:00", "exclusions": [ "Los Angeles County06037", "Los Angeles metropolitan area", "Neighborhood or tract estimates", "Jurisdictional equivalence to school districts, health districts or county election administration" ], "limitations": "Identity and2024polygon record matched. No boundary crosswalk, subcity allocation, or inference that2024geometry matches another year. Published geometry, not a legal survey or current boundary certificate." }, "findings": [ { "finding_id": "la-city-renters-30", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among renters with a computed housing-cost-to-income ratio, what share had costs of at least 30% of income?", "population": "Renter-occupied units with computed gross-rent ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25070.dat", "source_sha256": "862ccc17d913305d11e6f802ce4518d76b30585ea0b05b251cd8cf21f8661386", "source_locator": { "file": "evidence/renter-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25070", "numerator_fields": [ 7, 8, 9, 10 ], "denominator_fields": [ 1, -11 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 520581, "denominator": 878569, "excluded_not_computed": 42105, "value_percent": 59.25 }, "published_component_moes_90": { "B25070_M001": 5310, "B25070_M007": 2582, "B25070_M008": 2181, "B25070_M009": 2104, "B25070_M010": 4762, "B25070_M011": 1684 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "520,581 of 878,569 estimated units, or 59.25%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-renters-50", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among renters with a computed housing-cost-to-income ratio, what share had costs of at least 50% of income?", "population": "Renter-occupied units with computed gross-rent ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25070.dat", "source_sha256": "862ccc17d913305d11e6f802ce4518d76b30585ea0b05b251cd8cf21f8661386", "source_locator": { "file": "evidence/renter-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25070", "numerator_fields": [ 10 ], "denominator_fields": [ 1, -11 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 286071, "denominator": 878569, "excluded_not_computed": 42105, "value_percent": 32.56 }, "published_component_moes_90": { "B25070_M001": 5310, "B25070_M010": 4762, "B25070_M011": 1684 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "286,071 of 878,569 estimated units, or 32.56%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-owners-with-mortgage-30", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among owners with mortgage with a computed housing-cost-to-income ratio, what share had costs of at least 30% of income?", "population": "Owner-occupied units with a mortgage and a computed selected-monthly-owner-cost ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25091.dat", "source_sha256": "152e35f7a5143f3e0a27b58b1ec9c142346d975904964b0cab8990c0ddef5f14", "source_locator": { "file": "evidence/owner-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25091", "numerator_fields": [ 8, 9, 10, 11 ], "denominator_fields": [ 2, -12 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 167025, "denominator": 358684, "excluded_not_computed": 2989, "value_percent": 46.57 }, "published_component_moes_90": { "B25091_M002": 3441, "B25091_M008": 1201, "B25091_M009": 1161, "B25091_M010": 1519, "B25091_M011": 2336, "B25091_M012": 429 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "167,025 of 358,684 estimated units, or 46.57%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-owners-with-mortgage-50", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among owners with mortgage with a computed housing-cost-to-income ratio, what share had costs of at least 50% of income?", "population": "Owner-occupied units with a mortgage and a computed selected-monthly-owner-cost ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25091.dat", "source_sha256": "152e35f7a5143f3e0a27b58b1ec9c142346d975904964b0cab8990c0ddef5f14", "source_locator": { "file": "evidence/owner-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25091", "numerator_fields": [ 11 ], "denominator_fields": [ 2, -12 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 85539, "denominator": 358684, "excluded_not_computed": 2989, "value_percent": 23.85 }, "published_component_moes_90": { "B25091_M002": 3441, "B25091_M011": 2336, "B25091_M012": 429 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "85,539 of 358,684 estimated units, or 23.85%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-owners-without-mortgage-30", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among owners without mortgage with a computed housing-cost-to-income ratio, what share had costs of at least 30% of income?", "population": "Owner-occupied units without a mortgage and a computed selected-monthly-owner-cost ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25091.dat", "source_sha256": "152e35f7a5143f3e0a27b58b1ec9c142346d975904964b0cab8990c0ddef5f14", "source_locator": { "file": "evidence/owner-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25091", "numerator_fields": [ 19, 20, 21, 22 ], "denominator_fields": [ 13, -23 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 33480, "denominator": 153694, "excluded_not_computed": 3056, "value_percent": 21.78 }, "published_component_moes_90": { "B25091_M013": 2733, "B25091_M019": 504, "B25091_M020": 453, "B25091_M021": 605, "B25091_M022": 1136, "B25091_M023": 390 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "33,480 of 153,694 estimated units, or 21.78%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-owners-without-mortgage-50", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Housing", "question": "Among owners without mortgage with a computed housing-cost-to-income ratio, what share had costs of at least 50% of income?", "population": "Owner-occupied units without a mortgage and a computed selected-monthly-owner-cost ratio", "unit": "estimated housing units and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25091.dat", "source_sha256": "152e35f7a5143f3e0a27b58b1ec9c142346d975904964b0cab8990c0ddef5f14", "source_locator": { "file": "evidence/owner-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B25091", "numerator_fields": [ 22 ], "denominator_fields": [ 13, -23 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 19495, "denominator": 153694, "excluded_not_computed": 3056, "value_percent": 12.68 }, "published_component_moes_90": { "B25091_M013": 2733, "B25091_M022": 1136, "B25091_M023": 390 }, "derived_ratio_moe_90": null, "uncertainty": "Component 90% margins of error retained, no derived ratio/count-sum interval, significance test or individual classification.", "assumptions": "Same2024city geography and ACS2020-24period. Thresholds are source-bin boundaries, not eligibility rules. Not-computed records excluded, not zero.", "limits": "Not debt-to-income, current rent prices, household loan payments, individual displacement risk or causal effects on school/work/health.", "claim_type": "descriptive_observation", "claims": [ "19,495 of 153,694 estimated units, or 12.68%, met this threshold." ], "corrections": "Report source/definition/calculation corrections with claim ID; no silent source-vintage changes." }, { "finding_id": "la-city-parent-labor-2024", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Family and care context", "question": "Among own children under 6 in Los Angeles city families/subfamilies, what share had all available parents in the labor force?", "population": "Own children under 18 in families/subfamilies; denominator is the subset under age 6.", "unit": "estimated people and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year estimates", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b23008.dat", "source_sha256": "4e86e1b779f42bef28649a09072cbf50663bcb25115efb52605c0eca7944072d", "source_locator": { "file": "evidence/parent-labor-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B23008", "numerator_fields": [ 4, 10, 13 ], "denominator_fields": [ 2 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 148439, "denominator": 222434, "value_percent": 66.73 }, "published_component_moes_90": { "B23008_M002": 3206, "B23008_M004": 2568, "B23008_M010": 1613, "B23008_M013": 1713 }, "derived_ratio_moe_90": null, "uncertainty": "Point estimate. Published component 90% margins of error retained, no derived ratio MOE or significance/ranking claim. Fixed vintage, not current conditions.", "assumptions": "Exact city geography and fixed ACS period. No individual records are joined.", "limits": "Labor force includes employment and unemployment. This is not a count of households needing child care, actual work schedules, prices or available care places.", "claim_type": "descriptive_observation", "claims": [ "148,439 / 222,434 = 66.73%." ], "corrections": "Use finding ID, source locator and evidence version to propose a correction; source updates require a new edition." }, { "finding_id": "la-city-year-round-work-2024", "status": "source_verified_review_draft", "evidence_version": "2024acs5y.la-city.context-v1", "domain": "Workforce", "question": "Among Los Angeles city residents 16-64 who worked in the prior 12 months, what share usually worked 35+ hours and 50-52 weeks?", "population": "Table universe: population 16-64; denominator only people who worked in the prior 12 months.", "unit": "estimated people and percent", "geography": { "type": "incorporated_city", "geoid": "0644000", "geo_id": "1600000US0644000", "boundary_vintage": 2024 }, "source_period": "2020-2024 ACS five-year estimates", "source_edition": "2024 ACS five-year", "source_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b23022.dat", "source_sha256": "916f71b94f1080f574d8646f988be9e9dfad15cb4e2824d2803d047ff2d3e933", "source_locator": { "file": "evidence/year-round-work-source-row.csv", "GEO_ID": "1600000US0644000" }, "method": { "table": "B23022", "numerator_fields": [ 5, 29 ], "denominator_fields": [ 3, 27 ], "operation": "100 * numerator / denominator" }, "estimate": { "numerator": 1259680, "denominator": 2015025, "value_percent": 62.51 }, "published_component_moes_90": { "B23022_M003": 5657, "B23022_M005": 4870, "B23022_M027": 5589, "B23022_M029": 5307 }, "derived_ratio_moe_90": null, "uncertainty": "Point estimate. Published component 90% margins of error retained, no derived ratio MOE or significance/ranking claim. Fixed vintage, not current conditions.", "assumptions": "Exact city geography and fixed ACS period. No individual records are joined.", "limits": "This joint hours/weeks measure is not the separate marginal shares, current employment, local workplace jobs, vacancies or job quality. Workers 65+ and nonworkers are outside the denominator.", "claim_type": "descriptive_observation", "claims": [ "1,259,680 / 2,015,025 = 62.51%." ], "corrections": "Use finding ID, source locator and evidence version to propose a correction; source updates require a new edition." } ], "sources": { "B25070": { "url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25070.dat", "sha256": "862ccc17d913305d11e6f802ce4518d76b30585ea0b05b251cd8cf21f8661386", "full_cached_source_hash_verified": true, "publication_period": "2020-2024 ACS five-year" }, "B25091": { "url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b25091.dat", "sha256": "152e35f7a5143f3e0a27b58b1ec9c142346d975904964b0cab8990c0ddef5f14", "full_cached_source_hash_verified": true, "publication_period": "2020-2024 ACS five-year" }, "B23008": { "url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b23008.dat", "sha256": "4e86e1b779f42bef28649a09072cbf50663bcb25115efb52605c0eca7944072d", "full_cached_source_hash_verified": true, "publication_period": "2020-2024 ACS five-year" }, "B23022": { "url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-b23022.dat", "sha256": "916f71b94f1080f574d8646f988be9e9dfad15cb4e2824d2803d047ff2d3e933", "full_cached_source_hash_verified": true, "publication_period": "2020-2024 ACS five-year" } }, "relationships": [ { "from": "la-city-renters-30", "to": "la-city-renters-50", "type": "nested_threshold", "geography_period_compatible": true, "unit_compatible": true, "scope": "50%+ is contained within30%+, not an independent population. No significance claim." }, { "from": "la-city-owners-with-mortgage-30", "to": "la-city-owners-with-mortgage-50", "type": "nested_threshold", "geography_period_compatible": true, "unit_compatible": true, "scope": "50%+ is contained within30%+, not an independent population. No significance claim." }, { "from": "la-city-renters-30", "to": "la-city-parent-labor-2024", "type": "context_juxtaposition", "geography_period_compatible": true, "unit_compatible": false, "shared_person_records": false, "scope": "Same city and period, different universes. No household linkage, association estimate, mechanism or cause established." }, { "from": "la-city-renters-30", "to": "la-city-year-round-work-2024", "type": "context_juxtaposition", "geography_period_compatible": true, "unit_compatible": false, "shared_person_records": false, "scope": "Same city and period, different universes. No household linkage, association estimate, mechanism or cause established." } ], "coverage": [ { "domain": "Housing", "readiness": "Six verified local descriptive observations" }, { "domain": "Household income and wealth", "readiness": "Gap: no income-by-burden city cross-tab or assets-minus-liabilities measure qualified" }, { "domain": "Family and child care", "readiness": "One parental labor-force context observation; no availability, price or unmet care claim" }, { "domain": "Employment and workforce", "readiness": "One joint hours/weeks observation; not current jobs, earnings or job quality" }, { "domain": "Transportation and mobility", "readiness": "Gap: no city commute/access observation qualified in this profile" }, { "domain": "Schools, public/charter/private", "readiness": "Gap: institution/boundary/admissions and comparable outcomes/resources require qualification; CDE directory access challenge retained" }, { "domain": "Higher education and career training", "readiness": "Next example: cost with aid across the full student journey; previous UC reuse and Scorecard access holds retained" }, { "domain": "Health and care", "readiness": "Gap: no city health/service-capacity metric qualified; county or modeled estimates cannot silently substitute" }, { "domain": "Safety and justice", "readiness": "Gap: reporting/agency boundaries and series breaks require qualification; no individual risk scores" }, { "domain": "Technology and research", "readiness": "Gap: access, use, adoption and research are different questions" }, { "domain": "Business, industry and manufacturing", "readiness": "Gap: employment, output and supply-chain observations are different units" }, { "domain": "Finance, public investment and regional economy", "readiness": "Gap: GDP is output, not household income or wealth; no county/metro GDP allocation to city" }, { "domain": "Infrastructure and utilities", "readiness": "Gap: inventory is not condition, reliability, capacity or access" }, { "domain": "Environment, climate and sustainability", "readiness": "Gap: explicit measure, period and boundary required; no blanket green rating" }, { "domain": "Food, water, materials and service access", "readiness": "Gap: proximity is not eligibility or available capacity" }, { "domain": "Civic institutions, community, culture and history", "readiness": "Gap: history and influence require attributed sources and defined observable questions; no inferred sensitive beliefs" } ], "missing_links": [ { "from": "la-city-renters-30", "to": "Household income and wealth", "status": "not_established", "reason": "Gap: no income-by-burden city cross-tab or assets-minus-liabilities measure qualified" }, { "from": "la-city-renters-30", "to": "Transportation and mobility", "status": "not_established", "reason": "Gap: no city commute/access observation qualified in this profile" }, { "from": "la-city-renters-30", "to": "Schools, public/charter/private", "status": "not_established", "reason": "Gap: institution/boundary/admissions and comparable outcomes/resources require qualification; CDE directory access challenge retained" }, { "from": "la-city-renters-30", "to": "Higher education and career training", "status": "not_established", "reason": "Next example: cost with aid across the full student journey; previous UC reuse and Scorecard access holds retained" }, { "from": "la-city-renters-30", "to": "Health and care", "status": "not_established", "reason": "Gap: no city health/service-capacity metric qualified; county or modeled estimates cannot silently substitute" }, { "from": "la-city-renters-30", "to": "Safety and justice", "status": "not_established", "reason": "Gap: reporting/agency boundaries and series breaks require qualification; no individual risk scores" }, { "from": "la-city-renters-30", "to": "Technology and research", "status": "not_established", "reason": "Gap: access, use, adoption and research are different questions" }, { "from": "la-city-renters-30", "to": "Business, industry and manufacturing", "status": "not_established", "reason": "Gap: employment, output and supply-chain observations are different units" }, { "from": "la-city-renters-30", "to": "Finance, public investment and regional economy", "status": "not_established", "reason": "Gap: GDP is output, not household income or wealth; no county/metro GDP allocation to city" }, { "from": "la-city-renters-30", "to": "Infrastructure and utilities", "status": "not_established", "reason": "Gap: inventory is not condition, reliability, capacity or access" }, { "from": "la-city-renters-30", "to": "Environment, climate and sustainability", "status": "not_established", "reason": "Gap: explicit measure, period and boundary required; no blanket green rating" }, { "from": "la-city-renters-30", "to": "Food, water, materials and service access", "status": "not_established", "reason": "Gap: proximity is not eligibility or available capacity" }, { "from": "la-city-renters-30", "to": "Civic institutions, community, culture and history", "status": "not_established", "reason": "Gap: history and influence require attributed sources and defined observable questions; no inferred sensitive beliefs" } ], "longitudinal": "No trend is calculated. Repeated cross sections are not panels. Any future comparison must check definition, boundary, method, cohort and price-basis changes; overlapping ACS windows are not automatically independent trends.", "not_inferred": "No individual experience, causal effect, community worth, wealth or eligibility inferred from aggregates. No private records or universal household-school-health join.", "tiers": { "one_dollar": "Source-backed table and method", "five_dollar": "Actual verified visuals and citations added to the base", "ten_dollar": "Verified contextual claims/report and reproduction added to visuals", "activation": "No city price or checkout is activated. Existing county offers remain separate." }, "finding_id": "825-finding-la-housing-context-001", "prepared_date": "2026-11-03", "published_date": null }