{ "dataset_version": "AIC-TEXAS-1.0.0", "release": "2.16", "snapshot_date": "2026-10-17", "coverage": { "texas_zips": 2433, "acs_matched_zips": 1985, "income_available_zips": 1746 }, "sources": [ { "name": "NDS_ZIP_MASTER_US.parquet", "sha256": "e61b00f55c3da944e3c10fc860942e6c70d4caff0f2095f87ea68a2b8f255923", "role": "Operational ZIP identity and cached ACS context" }, { "name": "NDS_ZIP_ZCTA_BRIDGE_US.parquet", "sha256": "10a368f9e15770d7fc9d42189fa3e273e4fe108496bc7e88ea57fb561dcf6aa9", "role": "Explicit governed ZIP-to-ZCTA eligibility" }, { "name": "ACSDT5Y2024.B11001-Data.csv", "sha256": "5086cbd177c103d77ee807ab31d3e2fcf40c732d7c6872c598197ec1469236cf", "geography": "ZCTA", "vintage": "2024 ACS 5-year (2020–2024)", "selected_zctas": 1985, "identical_selected_duplicates_removed": 0, "columns": { "B11001_001E": "Estimate!!Total:", "B11001_001M": "Margin of Error!!Total:" } }, { "name": "ACSST5Y2024.S2301-Data.csv", "sha256": "a06009f373a854dbf52affd26ced6fa8c9183f0087d39857b5e8f7509ba6967b", "geography": "ZCTA", "vintage": "2024 ACS 5-year (2020–2024)", "selected_zctas": 1985, "identical_selected_duplicates_removed": 1985, "columns": { "S2301_C01_001E": "Estimate!!Total!!Population 16 years and over", "S2301_C02_001E": "Estimate!!Labor Force Participation Rate!!Population 16 years and over", "S2301_C02_001M": "Margin of Error!!Labor Force Participation Rate!!Population 16 years and over", "S2301_C04_001E": "Estimate!!Unemployment rate!!Population 16 years and over", "S2301_C04_001M": "Margin of Error!!Unemployment rate!!Population 16 years and over" } }, { "name": "ACSST5Y2024.S0801-commuting-data.csv", "sha256": "8f1f12870f44af8df67ecc642206c74aac238443bf8e1dc4f1eaa0e9918e0d2d", "geography": "ZCTA", "vintage": "2024 ACS 5-year (2020–2024)", "selected_zctas": 1985, "identical_selected_duplicates_removed": 0, "columns": { "S0801_C01_001E": "Estimate!!Total!!Workers 16 years and over", "S0801_C01_013E": "Estimate!!Total!!Workers 16 years and over!!MEANS OF TRANSPORTATION TO WORK!!Worked from home", "S0801_C01_013M": "Margin of Error!!Total!!Workers 16 years and over!!MEANS OF TRANSPORTATION TO WORK!!Worked from home" } }, { "name": "AI_Census_Intelligence_Backbone_US.duckdb", "sha256": "96db04b3d900479dcb88453deef4f8784d8dd02c184541a9875db83777a91b88", "role": "Read-only AI survey backbone", "source_release": "NDS_CENSUS_AI_BACKBONE_V1_0_0_SOURCE_20261008", "workbooks": [ { "source_id": "National.xlsx", "sha256": "d905e1b7ad042971e67e8b4b36a50a3050522cb675c609056c7ba374b88c8668", "size_bytes": 88868 }, { "source_id": "State.xlsx", "sha256": "83dfb6e34a1a91d5310770fdfe2b35b0024525b9e70f7d96c15ff4d18e01e74d", "size_bytes": 4037049 } ], "scope_note": "U.S. nonfarm employer businesses excluding farms and public administration; not all businesses or nonprofit organizations." } ], "benchmark_observations": [ { "source_id": "National.xlsx", "estimate_sheet": "Response Estimates", "source_row": 82, "source_column": 5, "se_sheet": "Response Standard Errors", "se_row": 82, "se_column": 5, "scope_id": "CORE_TARGET", "period_id": "202620", "value": 27.7, "standard_error": 0.36, "value_status": "NUMERIC", "dimension": "national", "source_label": "US", "source_question_id": "24", "question_text": "During the next six months, do you think this business will be using Artificial Intelligence (AI) in any of its business functions? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)", "reference_start": "2026-09-07", "reference_end": "2026-09-20", "collection_start": "2026-09-21", "collection_end": "2026-10-04", "publication_date": "2026-10-08", "denominator_description": "BTOS target employer-business population; preserve exclusions and each source series vintage." }, { "source_id": "State.xlsx", "estimate_sheet": "Response Estimates", "source_row": 3734, "source_column": 6, "se_sheet": "Response Standard Errors", "se_row": 3734, "se_column": 6, "scope_id": "CORE_TARGET", "period_id": "202620", "value": 30.6, "standard_error": 1.28, "value_status": "NUMERIC", "dimension": "state", "source_label": "TX", "source_question_id": "24", "question_text": "During the next six months, do you think this business will be using Artificial Intelligence (AI) in any of its business functions? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)", "reference_start": "2026-09-07", "reference_end": "2026-09-20", "collection_start": "2026-09-21", "collection_end": "2026-10-04", "publication_date": "2026-10-08", "denominator_description": "BTOS target employer-business population; preserve exclusions and each source series vintage." }, { "source_id": "National.xlsx", "estimate_sheet": "Response Estimates", "source_row": 16, "source_column": 5, "se_sheet": "Response Standard Errors", "se_row": 16, "se_column": 5, "scope_id": "CORE_TARGET", "period_id": "202620", "value": 23.8, "standard_error": 0.41, "value_status": "NUMERIC", "dimension": "national", "source_label": "US", "source_question_id": "7", "question_text": "In the last two weeks, did this business use Artificial Intelligence (AI) in any of its business functions? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)", "reference_start": "2026-09-07", "reference_end": "2026-09-20", "collection_start": "2026-09-21", "collection_end": "2026-10-04", "publication_date": "2026-10-08", "denominator_description": "BTOS target employer-business population; preserve exclusions and each source series vintage." }, { "source_id": "State.xlsx", "estimate_sheet": "Response Estimates", "source_row": 3668, "source_column": 6, "se_sheet": "Response Standard Errors", "se_row": 3668, "se_column": 6, "scope_id": "CORE_TARGET", "period_id": "202620", "value": 25.7, "standard_error": 1.24, "value_status": "NUMERIC", "dimension": "state", "source_label": "TX", "source_question_id": "7", "question_text": "In the last two weeks, did this business use Artificial Intelligence (AI) in any of its business functions? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)", "reference_start": "2026-09-07", "reference_end": "2026-09-20", "collection_start": "2026-09-21", "collection_end": "2026-10-04", "publication_date": "2026-10-08", "denominator_description": "BTOS target employer-business population; preserve exclusions and each source series vintage." } ], "rules": [ "Five-character ZIP keys are unique; no joins on names or implicit ZIP=ZCTA.", "ACS local metrics require an eligible DIRECT_MATCH in the governed bridge.", "ZIP postal localities and source counties are lookup labels, not Census municipal boundaries.", "ACS estimates describe ZCTAs during 2020–2024, not postal delivery territories or current counts.", "Negative Census markers and nonnumeric annotations remain unavailable; never imputed to zero.", "Identical source duplicates are removed after equality checks; conflicting duplicates fail.", "Population and income use the governed bridge cached ACS fields; their MOEs were not supplied.", "Other local metrics retain published 90% margins of error. Rate MOEs are percentage points.", "Texas/U.S. AI rates are separate regional context, never ZIP estimates or AWORD scores.", "No ZIP-to-CBSA assignment is made. No ACS counts are summed into regional totals.", "This static website snapshot does not replace the governed NDS ACS core or master-clean serving layer." ] }