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Data-layer swarm · Territory Analysis + Market Scoring Agent · Demographic-data-ingestion skill · Build pillar · Published September 19, 2026

How to build per-territory demographic data ingestion at multi-location scale

A multi-location operator running territory expansion + site selection + per-location marketing personalization needs current demographic data across 25+ data sources at multiple geography resolutions. Operators without orchestration use 2010 Census data because pulling fresh ACS + Claritas + Experian + Esri + Spatial.ai + Acxiom data each cycle is manual. This guide explains how to architect the demographic-data-ingestion skill on the Territory Analysis + Market Scoring Agent end-to-end at multi-location demographic-data-api scale: per-portfolio per-banner per-territory per-canonical-data-source-pointer + per-canonical-geography-resolution-spec + per-canonical-attribute-class-spec + per-canonical-update-cadence-spec + per-canonical-vintage-management-spec + per-canonical-projection-spec + per-canonical-per-source-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the territory-analysis agentSee the 32-agent swarm

What you will build

  • Per-portfolio per-banner per-territory per-source per-canonical-data-source-pointer across 25+ sources — Census ACS 1-year + ACS 5-year + Census decennial + Claritas PRIZM + Experian Mosaic + Esri Tapestry + Spatial.ai PersonaLive + Acxiom Personicx + Nielsen MyBestSegments + Resonate Data + LiveRamp Identity Graph + Neustar OneID + Verisk MarketStance + IRS Statistics of Income + BLS Quarterly Census of Employment & Wages + BEA Regional Economic Accounts + HUD CHAS + CDC PLACES + state DMV DPPA-aggregated + USPS NDA + GeoLytics + Synergos + Pitney Bowes Confirm + Mapbox boundary + OpenStreetMap Nominatim.
  • Per-canonical-geography-resolution-spec — block + block-group + tract (Census Bureau geographic hierarchy) + county FIPS + MSA/CSA + DMA Nielsen 210-DMAs + ZIP Code + ZIP+4 33M+ + Postal Address USPS DPV + Custom polygon + drive-time isochrone 8-tool ensemble (Walkscore + Mapbox-Isochrone + HERE-Isoline + TravelTime + Google-Distance-Matrix + OSRM + Valhalla + OpenRouteService) + walk-shed + bike-shed + trade-area polygon.
  • Per-canonical-attribute-class-spec — 60+ attributes across 10 classes (demographic + economic + housing + employment + education + health + household + language + veteran-status/citizenship/place-of-birth + fertility/marital/migration).
  • Per-canonical-update-cadence-spec — Census decennial 10-year + ACS 1-year (places 65k+ population) + ACS 5-year (all geographies) + monthly BLS + quarterly BEA + annual IRS SOI + Claritas annual + Experian quarterly + Esri annual + Spatial.ai monthly + Acxiom monthly.
  • Per-canonical-vintage-management-spec — source vintage-date + publication-date + reference-period + margin-of-error + 90/95/99% confidence interval + data-quality flag + Disclosure Avoidance System DAS Census 2020 (differential privacy noise; aggregated data at block-group level and above is public).
  • Per-canonical-projection-spec — linear projection + cohort-component method + Hamilton-Perry + housing-unit method + trend analysis + Bayesian projection (PyMC + Stan + NumPyro) + stochastic projection Monte Carlo + Census Bureau methodology + Demographic and Health Surveys DHS + projection confidence interval + projection confidence tier.
  • Per-canonical-per-source-compliance-overlay — Census Bureau Title 13 USC 9 confidentiality (Disclosure Avoidance System DAS Census 2020 + criminal penalties for disclosure) + ACS sample design margin-of-error + HIPAA Security Rule 164.308 (when health data; HIPAA Safe Harbor de-identification 45 CFR 164.514) + FERPA 20 USC 1232g (when education data) + Driver Privacy Protection Act DPPA 18 USC 2721 (when DMV-aggregated data; Reno v Condon 2000 SCOTUS) + ECOA Reg B disparate-impact 12 CFR 1002 (when demographic data feeds credit-adjacent) + Fair Housing Act 42 USC 3604 (Mhany Mgmt vs County of Nassau 2nd Cir 2016 + Texas Dept of Housing vs Inclusive Communities Project 2015 SCOTUS) + HUD vs Facebook 2022 Special Ad Audiences elimination + CCPA/CPRA Sensitive Personal Information Cal Civ Code 1798.140(ae) (racial/ethnic origin + religious beliefs + genetic data + biometric data + health data + sex life + immigration status; right to limit use; CPPA enforcement) + GDPR Article 9 special categories (EDPB Guidelines 8/2020) + Massachusetts AG Copley Advertising 2017 + state breach notification 50-state matrix + COPPA-13 15 USC 6501 (YouTube FTC 2019 $170M + TikTok 2019 $5.7M precedent) + state genetic information laws (GINA 42 USC 2000ff + Illinois Genetic Information Privacy Act 410 ILCS 513 + Florida GINA + Texas Genetic Privacy Act) + Tennessee ELVIS Act + EU AI Act Article 50 + Digital Services Act Article 30/26 + Digital Markets Act + Connecticut CTDPA + Texas DPSA + Virginia CDPA + Colorado CPA + Utah CPA + Illinois BIPA + Texas CUBI + Washington MHMDA + ADA Title III + WCAG 2.2 AA + NIST AI RMF + ISO 42001/27001 + SOC 2 Type II + OPA/Cedar/Casbin/Cerbos/Oso.
  • Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-29-sibling-skills + per-per-territory-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Fair-Housing-Act-defense-retention + per-7-year-ECOA-Reg-B-defense-retention + per-7-year-HIPAA-defense-retention + per-3-year-COPPA-13-record-retention + per-3-year-Illinois-BIPA-biometric-retention + per-canonical-Census-Bureau-Title-13-confidentiality-no-PII-retention.

Why per-vendor-Claritas-account-flat-persona-row breaks at multi-location demographic-data-api scale

Per-vendor-Claritas-canonical-account-flat-persona-row ships per-account per-flat-PRIZM-segment-table primitive. At 1-account-1-flat-persona-row scale per-account per-flat-persona-row primitive is enough. At multi-location demographic-data-api scale per-canonical-data-source-pointer + per-canonical-geography-resolution-spec + per-canonical-attribute-class-spec + per-canonical-update-cadence-spec + per-canonical-vintage-management-spec + per-canonical-projection-spec + per-canonical-per-source-compliance-overlay + per-canonical-audit-trail.

The Census-Bureau-Title-13-USC-9 anchor is the first operationally distinctive constraint. Census Bureau must protect individual responses. Disclosure Avoidance System DAS for Census 2020 adds differential privacy noise. Aggregated data at block-group level and above is public. Per-block-level data subject to additional protection. Criminal penalties for disclosure.

The HIPAA + FERPA + DPPA anchor is the second distinctive constraint. HIPAA Security Rule 164.308 + HIPAA Safe Harbor de-identification 45 CFR 164.514 when health data. FERPA 20 USC 1232g when education data. DPPA 18 USC 2721 + Reno v Condon 2000 SCOTUS when DMV-aggregated data.

The ECOA Reg B + Fair Housing + HUD vs Facebook 2022 anchor is the third distinctive constraint. ECOA Reg B 12 CFR 1002 disparate-impact when demographic data feeds credit-adjacent. Fair Housing Act 42 USC 3604 when demographic data drives housing-adjacent targeting. HUD vs Facebook 2022 settlement Special Ad Audiences elimination for housing/employment/credit.

The CCPA Sensitive PI + GDPR Article 9 anchor is the fourth distinctive constraint. CCPA/CPRA Sensitive Personal Information Cal Civ Code 1798.140(ae) covers racial/ethnic origin + religious beliefs + genetic data + biometric data + health data + sex life + immigration status. GDPR Article 9 special categories require explicit consent absent exception.

The state genetic information laws anchor is the fifth distinctive constraint. GINA 42 USC 2000ff (employment + health insurance) + Illinois Genetic Information Privacy Act 410 ILCS 513 + Florida GINA + Texas Genetic Privacy Act.

The COPPA-13 anchor is the sixth distinctive constraint. 15 USC 6501. Demographic data on under-13 children requires verified parental consent + no behavioral advertising. FTC enforcement YouTube 2019 $170M settlement + TikTok 2019 $5.7M precedent.

The operator-side architecture above per-vendor-flat-persona-row primitive is canonical-data-source-pointer + geography-resolution-spec + attribute-class-spec + update-cadence-spec + vintage-management-spec + projection-spec + per-source-compliance-overlay + cross-skill-handoff + audit-trail + portfolio-audit-trail.

What is in market today

Per-platform per-demographic-data-vendor

Claritas PRIZM, Experian Mosaic, Esri Tapestry, Spatial.ai PersonaLive, Acxiom Personicx, Nielsen MyBestSegments, Resonate Data, LiveRamp Identity Graph, Neustar OneID, Verisk MarketStance, GeoLytics, Synergos, Pitney Bowes Confirm, Pyxis, Caliper, Boundary Solutions, US Census Bureau, IRS SOI, BLS, BEA, HUD, CDC PLACES. Per-account per-flat-persona-row primitive — typically a flat PRIZM or Mosaic or Tapestry segment list joined to ZIP Code. Per-canonical-data-source-pointer-canonical-geography-resolution-spec-canonical-attribute-class-spec-canonical-update-cadence-spec-canonical-vintage-management-spec-canonical-projection-spec-canonical-per-source-compliance-overlay-canonical-audit-trail is not the primitive.

Per-platform per-geocoding-boundary-vendor

Mapbox, Google Maps Geocoding, HERE Geocoder, MapTiler, Mapquest, OpenStreetMap Nominatim, Geocodio, Pelias, Smarty, PostGIS, Esri ArcGIS Geocoder, TomTom Geocoding, Texas A&M Geocoder, USPS Address Validation, US Census Bureau Geocoder, Lob Address Verification, Loqate. Per-account per-flat-geocoding-API primitive (typically blind to per-territory geographic-resolution at 11 Census hierarchy levels block/block-group/tract/county-FIPS/MSA-CSA/DMA-Nielsen/ZIP-Code/ZIP+4/Postal-Address/Custom-polygon/Drive-time-isochrone + 8-tool isochrone ensemble Walkscore/Mapbox-Isochrone/HERE-Isoline/TravelTime/Google-Distance-Matrix/OSRM/Valhalla/OpenRouteService semantics). Per-canonical-per-territory-block-block-group-tract-county-FIPS-MSA-CSA-DMA-Nielsen-ZIP-Code-ZIP+4-Postal-Address-USPS-DPV-Custom-polygon-Drive-time-isochrone-Walkscore-Mapbox-Isochrone-HERE-Isoline-TravelTime-Google-Distance-Matrix-OSRM-Valhalla-OpenRouteService is not the primitive.

Per-platform per-projection-modeling-vendor

IPUMS Population Center, ProximityOne, Decision Demographics, Synergos, EASI Analytic Software, Caliper Corporation, Pitney Bowes Demographics, Esri Tapestry Projections, Nielsen Spectra, Claritas Forecasts, Experian Trend Forecast, GeoLytics Projections, PYMC, Stan, NumPyro, R survival, R demography, Python statsmodels demography. Per-account per-flat-projection-table primitive (typically blind to per-territory linear/cohort-component-method/Hamilton-Perry/housing-unit-method/trend-analysis/Bayesian-PyMC-Stan-NumPyro/stochastic-Monte-Carlo/Census-Bureau-methodology/Demographic-and-Health-Surveys-DHS semantics). Per-canonical-per-territory-linear-projection-cohort-component-method-Hamilton-Perry-housing-unit-method-trend-analysis-Bayesian-projection-PyMC-Stan-NumPyro-stochastic-projection-Monte-Carlo-Census-Bureau-methodology-Demographic-and-Health-Surveys-DHS is not the primitive.

Per-platform per-data-privacy-compliance-vendor

OneTrust, TrustArc, Ketch, Securiti, BigID, DataGrail, Transcend, Osano, Privacera, Skyflow, Hyperproof, Drata, Vanta, Thoropass, Tugboat Logic, Cookiebot, Didomi, Sourcepoint, Iubenda. Per-account per-flat-policy-rule primitive (typically blind to per-source Census Title 13 + HIPAA Safe Harbor de-identification + FERPA + DPPA Reno v Condon + ECOA Reg B + Fair Housing + HUD vs Facebook 2022 + CCPA Sensitive PI + GDPR Article 9 + state genetic information laws GINA semantics). Per-canonical-per-source-Census-Title-13-USC-9-canonical-per-source-HIPAA-Safe-Harbor-de-identification-canonical-per-source-FERPA-canonical-per-source-Driver-Privacy-Protection-Act-DPPA-Reno-v-Condon-canonical-per-source-ECOA-Reg-B-canonical-per-source-Fair-Housing-Act-canonical-per-source-HUD-vs-Facebook-2022-canonical-per-source-CCPA-CPRA-Sensitive-Personal-Information-canonical-per-source-GDPR-Article-9-EDPB-Guidelines-canonical-per-source-state-genetic-information-laws-GINA-Illinois-Florida-Texas is not the primitive.

How the architecture is built

  1. Per-portfolio per-banner per-territory per-source per-canonical-data-source-pointer-substrate. Per-25+-canonical-data-source canonical-source.
  2. Per-portfolio per-canonical-geography-resolution-spec. Per-block + per-block-group + per-tract + per-county-FIPS + per-MSA-CSA + per-DMA-Nielsen + per-ZIP-Code + per-ZIP+4 + per-Postal-Address-USPS-DPV + per-Custom-polygon + per-Drive-time-isochrone-8-tool-ensemble + per-walk-shed + per-bike-shed + per-trade-area-polygon + per-geography-confidence-tier canonical-geography.
  3. Per-portfolio per-canonical-attribute-class-spec. Per-demographic + per-economic + per-housing + per-employment + per-education + per-health + per-household + per-language + per-veteran-citizenship-place-of-birth + per-fertility-marital-migration + per-60+-attribute + per-attribute-confidence-tier canonical-attribute.
  4. Per-portfolio per-canonical-update-cadence-spec. Per-decennial-10-year + per-ACS-1-year + per-ACS-5-year + per-monthly-BLS + per-quarterly-BEA + per-annual-IRS-SOI + per-Claritas-annual + per-Experian-quarterly + per-Esri-annual + per-Spatial.ai-monthly + per-Acxiom-monthly + per-cadence-confidence-tier canonical-cadence.
  5. Per-portfolio per-canonical-vintage-management-spec. Per-source-vintage-date + per-source-publication-date + per-source-reference-period + per-source-margin-of-error + per-source-confidence-interval + per-source-data-quality-flag + per-source-Disclosure-Avoidance-DAS + per-vintage-confidence-tier canonical-vintage.
  6. Per-portfolio per-canonical-projection-spec. Per-linear-projection + per-cohort-component-method + per-Hamilton-Perry + per-housing-unit-method + per-trend-analysis + per-Bayesian-PyMC-Stan-NumPyro + per-stochastic-Monte-Carlo + per-Census-Bureau-methodology + per-Demographic-and-Health-Surveys-DHS + per-projection-confidence-interval + per-projection-confidence-tier canonical-projection.
  7. Per-portfolio per-canonical-per-source-compliance-overlay. Per-Census-Title-13-USC-9 + per-ACS-margin-of-error + per-HIPAA-Security-Rule-164.308 + per-HIPAA-Safe-Harbor-de-identification + per-FERPA + per-DPPA-Reno-v-Condon + per-ECOA-Reg-B + per-Fair-Housing-Act + per-HUD-vs-Facebook-2022 + per-CCPA-CPRA-Sensitive-PI + per-GDPR-Article-9-EDPB + per-Massachusetts-AG-Copley-Advertising-2017 + per-state-breach-notification + per-COPPA-13 + per-state-genetic-information-laws-GINA-Illinois-Florida-Texas + per-Tennessee-ELVIS-Act + per-EU-AI-Act-Article-50 + per-Digital-Services-Act-Article-30-26 + per-Digital-Markets-Act + per-Connecticut-CTDPA + per-Texas-DPSA + per-Virginia-CDPA + per-Colorado-CPA + per-Utah-CPA + per-Illinois-BIPA + per-Texas-CUBI + per-Washington-MHMDA + per-ADA-Title-III + per-WCAG-2.2-AA + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-compliance.
  8. Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-29-sibling-skills canonical-handoff.
  9. Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-territory-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Fair-Housing-Act-defense-retention + per-7-year-ECOA-Reg-B-defense-retention + per-7-year-HIPAA-defense-retention + per-3-year-COPPA-13-record-retention + per-3-year-Illinois-BIPA-biometric-retention + per-canonical-Census-Bureau-Title-13-confidentiality-no-PII-retention canonical-audit.

Frequently asked questions

What is per-territory demographic data ingestion at multi-location scale — and what is the territory-evaluation-with-2010-census-data problem?

A multi-location operator running territory expansion + site selection + per-location marketing personalization needs current demographic data across 25+ data sources at multiple geography resolutions. Per-portfolio per-banner per-territory per-canonical-data-source-pointer (per-Census-ACS-1-year + per-Census-ACS-5-year + per-Census-decennial + per-Claritas-PRIZM + per-Experian-Mosaic + per-Esri-Tapestry + per-Spatial.ai-PersonaLive + per-Acxiom-Personicx + per-Nielsen-MyBestSegments + per-Resonate-Data + per-LiveRamp-Identity-Graph + per-Neustar-OneID + per-Verisk-MarketStance + per-IRS-tax-return + per-BLS-labor-statistics + per-BEA-economic-accounts + per-HUD-housing-data + per-CDC-public-health + per-state-DMV-vehicle-registration + per-USPS-NDA + per-GeoLytics + per-Synergos + per-Pitney-Bowes + per-Mapbox-boundary-data + per-OpenStreetMap-Nominatim + per-canonical-data-source) + per-canonical-geography-resolution-spec + per-canonical-attribute-class-spec + per-canonical-update-cadence-spec + per-canonical-vintage-management-spec + per-canonical-projection-spec + per-canonical-per-source-compliance-overlay + per-canonical-audit-trail. Operators without orchestration use 2010 Census data because pulling fresh ACS + Claritas + Experian + Esri + Spatial.ai + Acxiom data each cycle is manual.

Why does per-vendor-Claritas-canonical-account-flat-persona-row break at multi-location demographic-data-api scale?

Per-vendor-Claritas-canonical-account-flat-persona-row ships per-account per-flat-PRIZM-segment-table primitive — typically a flat Claritas PRIZM segment list (Upper Crust + Connected Bohemians + Money & Brains + 65 other segments) joined to ZIP Code. Per-vendor-Experian-Mosaic + Esri-Tapestry + Spatial.ai-PersonaLive + Acxiom-Personicx + Nielsen-MyBestSegments + Resonate-Data + LiveRamp-Identity-Graph + Neustar-OneID + Verisk-MarketStance + GeoLytics + Synergos + Pitney-Bowes + Pyxis + Caliper + Boundary-Solutions-canonical-account-flat-persona-row ship per-vendor per-native account-flat-persona-row primitives. None resolves cross-source dedup. None handles per-geography-resolution across 11+ geography classes. None resolves per-vendor-vintage management. None handles projection between Census release cycles. No per-canonical-data-source taxonomy across 25+ sources, no per-canonical-geography-resolution-spec resolving per-block + per-block-group + per-tract + per-county-FIPS + per-MSA-CSA + per-DMA-Nielsen + per-ZIP-Code + per-ZIP+4 + per-Postal-Address-USPS-DPV + per-Custom-polygon + per-Drive-time-isochrone (per-Walkscore + per-Mapbox-Isochrone + per-HERE-Isoline + per-TravelTime + per-Google-Distance-Matrix + per-OSRM + per-Valhalla + per-OpenRouteService), no per-canonical-attribute-class-spec resolving per-demographic (age + gender + race + ethnicity + ancestry) + per-economic (income + earnings + benefits + poverty + wealth) + per-housing (tenure + units + value + rent + age) + per-employment (industry + occupation + class-of-worker + employment-status + commute) + per-education (attainment + enrollment + field-of-degree) + per-health (insurance + disability + mortality) + per-household (size + type + composition + relationship) + per-family + per-language + per-veteran-status + per-citizenship + per-place-of-birth + per-fertility + per-marital + per-migration, no per-canonical-update-cadence-spec resolving per-decennial-10-year + per-ACS-1-year + per-ACS-5-year + per-monthly-BLS + per-quarterly-BEA + per-annual-IRS-SOI + per-per-vendor-refresh (Claritas-annual + Experian-quarterly + Esri-annual + Spatial.ai-monthly + Acxiom-monthly), no per-canonical-vintage-management-spec resolving per-source-vintage-date + per-source-publication-date + per-source-reference-period + per-source-margin-of-error + per-source-confidence-interval + per-source-data-quality-flag, no per-canonical-projection-spec resolving per-linear-projection + per-cohort-component-method + per-Hamilton-Perry + per-housing-unit-method + per-trend-analysis + per-Bayesian-projection-PyMC-Stan-NumPyro + per-stochastic-projection + per-Cohen-Census-Bureau-methodology + per-Demographic-and-Health-Surveys-DHS + per-projection-confidence-tier, no per-canonical-per-source-compliance-overlay (the operationally distinctive anchor: Census Bureau Title 13 USC 9 confidentiality + ACS sample design margin of error + HIPAA when health data + FERPA when education data + Driver Privacy Protection Act DPPA 18 USC 2721 when DMV data + ECOA Reg B disparate-impact when demographic targeting credit-adjacent + Fair Housing Act when housing-adjacent + HUD vs Facebook 2022 Special Ad Audiences elimination + CCPA Sensitive PI + GDPR Article 9 special categories + Massachusetts AG Copley Advertising 2017 + state breach notification 50-state + COPPA-13 + state genetic information laws GINA + Illinois Genetic Information Privacy Act), no per-territory audit trail with regulatory-defense retention. At 1-account-1-flat-persona-row scale per-account per-flat-persona-row primitive is enough. At multi-location demographic-data-api scale per-canonical-data-source-pointer + per-canonical-geography-resolution-spec + per-canonical-attribute-class-spec + per-canonical-update-cadence-spec + per-canonical-vintage-management-spec + per-canonical-projection-spec + per-canonical-per-source-compliance-overlay + per-canonical-audit-trail.

How does per-source ingestion + per-geography resolution + per-attribute normalization + per-update cadence + per-vintage management + per-projection work?

Per-portfolio per-banner per-territory per-source per-canonical-data-source-pointer-substrate runs per-portfolio per-canonical-per-source-Census-ACS-1-year + per-canonical-per-source-Census-ACS-5-year + per-canonical-per-source-Census-decennial + per-canonical-per-source-Claritas-PRIZM + per-canonical-per-source-Experian-Mosaic + per-canonical-per-source-Esri-Tapestry + per-canonical-per-source-Spatial.ai-PersonaLive + per-canonical-per-source-Acxiom-Personicx + per-canonical-per-source-Nielsen-MyBestSegments + per-canonical-per-source-Resonate-Data + per-canonical-per-source-LiveRamp-Identity-Graph + per-canonical-per-source-Neustar-OneID + per-canonical-per-source-Verisk-MarketStance + per-canonical-per-source-IRS-Statistics-of-Income + per-canonical-per-source-BLS-Quarterly-Census-of-Employment-Wages + per-canonical-per-source-BEA-Regional-Economic-Accounts + per-canonical-per-source-HUD-CHAS-data + per-canonical-per-source-CDC-PLACES + per-canonical-per-source-state-DMV-vehicle-registration-DPPA-aggregated + per-canonical-per-source-USPS-NDA + per-canonical-per-source-GeoLytics + per-canonical-per-source-Synergos + per-canonical-per-source-Pitney-Bowes-Confirm + per-canonical-per-source-Mapbox-boundary + per-canonical-per-source-OpenStreetMap-Nominatim + per-canonical-per-source-source-confidence-tier. Per-canonical-geography-resolution-spec runs per-portfolio per-canonical-per-territory-block + per-canonical-per-territory-block-group + per-canonical-per-territory-tract (Census Bureau geographic hierarchy) + per-canonical-per-territory-county-FIPS + per-canonical-per-territory-MSA-CSA + per-canonical-per-territory-DMA-Nielsen-210-DMAs + per-canonical-per-territory-ZIP-Code + per-canonical-per-territory-ZIP+4 (33M+) + per-canonical-per-territory-Postal-Address-USPS-DPV + per-canonical-per-territory-Custom-polygon + per-canonical-per-territory-Drive-time-isochrone (per-Walkscore + per-Mapbox-Isochrone + per-HERE-Isoline + per-TravelTime + per-Google-Distance-Matrix + per-OSRM + per-Valhalla + per-OpenRouteService 8-tool ensemble) + per-canonical-per-territory-walk-shed + per-canonical-per-territory-bike-shed + per-canonical-per-territory-trade-area-polygon + per-canonical-per-territory-geography-confidence-tier. Per-canonical-attribute-class-spec runs per-portfolio per-canonical-per-attribute-demographic (per-age + per-gender + per-race + per-ethnicity + per-ancestry) + per-canonical-per-attribute-economic (per-household-income + per-per-capita-income + per-poverty + per-public-assistance + per-Supplemental-Security-Income + per-food-stamps-SNAP + per-Medicare + per-Medicaid + per-Social-Security) + per-canonical-per-attribute-housing (per-owner-occupied + per-renter-occupied + per-vacancy + per-units-in-structure + per-median-home-value + per-median-gross-rent + per-year-structure-built + per-rooms + per-bedrooms) + per-canonical-per-attribute-employment (per-NAICS-industry + per-SOC-occupation + per-class-of-worker + per-employment-status + per-commute-time + per-commute-mode + per-vehicle-availability) + per-canonical-per-attribute-education (per-educational-attainment + per-school-enrollment + per-field-of-bachelors-degree + per-undergraduate-enrollment) + per-canonical-per-attribute-health (per-health-insurance-coverage + per-Medicare-coverage + per-Medicaid-coverage + per-VA-coverage + per-private-insurance + per-disability-status + per-veteran-disability) + per-canonical-per-attribute-household (per-household-size + per-household-type + per-family-vs-non-family + per-grandparent-living-with-grandchildren + per-relationship) + per-canonical-per-attribute-language (per-language-spoken-at-home + per-English-proficiency) + per-canonical-per-attribute-veteran-status + per-canonical-per-attribute-citizenship + per-canonical-per-attribute-place-of-birth + per-canonical-per-attribute-fertility + per-canonical-per-attribute-marital + per-canonical-per-attribute-migration + per-canonical-per-attribute-confidence-tier. Per-canonical-update-cadence-spec runs per-portfolio per-canonical-per-source-Census-decennial-10-year + per-canonical-per-source-ACS-1-year (places 65k+ population) + per-canonical-per-source-ACS-5-year (all geographies) + per-canonical-per-source-monthly-BLS + per-canonical-per-source-quarterly-BEA + per-canonical-per-source-annual-IRS-SOI + per-canonical-per-source-Claritas-annual + per-canonical-per-source-Experian-quarterly + per-canonical-per-source-Esri-annual + per-canonical-per-source-Spatial.ai-monthly + per-canonical-per-source-Acxiom-monthly + per-canonical-per-source-cadence-confidence-tier. Per-canonical-vintage-management-spec runs per-portfolio per-canonical-per-source-vintage-date + per-canonical-per-source-publication-date + per-canonical-per-source-reference-period + per-canonical-per-source-margin-of-error + per-canonical-per-source-confidence-interval-90-95-99-percent + per-canonical-per-source-data-quality-flag + per-canonical-per-source-disclosure-avoidance-DAS-Census-2020 + per-canonical-per-source-vintage-confidence-tier. Per-canonical-projection-spec runs per-portfolio per-canonical-per-territory-linear-projection + per-canonical-per-territory-cohort-component-method + per-canonical-per-territory-Hamilton-Perry + per-canonical-per-territory-housing-unit-method + per-canonical-per-territory-trend-analysis + per-canonical-per-territory-Bayesian-projection-PyMC-Stan-NumPyro + per-canonical-per-territory-stochastic-projection-Monte-Carlo + per-canonical-per-territory-Census-Bureau-methodology + per-canonical-per-territory-Demographic-and-Health-Surveys-DHS + per-canonical-per-territory-projection-confidence-interval + per-canonical-per-territory-projection-confidence-tier.

What does per-source compliance overlay do — and what are the Census-Title-13 + HIPAA + FERPA + DPPA + ECOA-Reg-B + Fair-Housing + HUD-Facebook + CCPA-Sensitive-PI + GDPR-Article-9 + GINA anchors?

Per-portfolio per-banner per-territory per-source per-canonical-per-source-compliance-overlay runs per-portfolio per-canonical-per-source-Census-Bureau-Title-13-USC-9-confidentiality (the first operationally distinctive anchor — Census Bureau must protect individual responses; Disclosure Avoidance System DAS for Census 2020 adds differential privacy noise; aggregated data at block-group level and above is public; per-block-level data subject to additional protection; criminal penalties for disclosure) + per-canonical-per-source-ACS-sample-design-margin-of-error (per-source margin-of-error must be respected; 90/95/99% confidence intervals; Coefficient of Variation when high) + per-canonical-per-source-HIPAA-Security-Rule-164.308-when-health-data (the second distinctive anchor — when health-related demographic data sourced from CDC PLACES + state public health + HIPAA Safe Harbor de-identification per 45 CFR 164.514; Office for Civil Rights enforcement) + per-canonical-per-source-FERPA-when-education-data (the third distinctive anchor — 20 USC 1232g; when education enrollment data sourced from state education departments; PII protection + parental consent + de-identification per FERPA Directory Information rules) + per-canonical-per-source-Driver-Privacy-Protection-Act-DPPA-18-USC-2721 (the fourth distinctive anchor — when DMV-aggregated data; DPPA prohibits use of personal information from motor vehicle records for marketing absent express consent; aggregated/anonymized DMV data may be permitted but extreme care + state-by-state interpretation differs; Reno v Condon 2000 SCOTUS upheld DPPA) + per-canonical-per-source-ECOA-Reg-B-disparate-impact (the fifth distinctive anchor — 12 CFR 1002; demographic data used for credit decisioning cannot result in disparate-impact; ECOA prohibits considering protected class characteristics in credit decisions; demographic data ingestion that feeds credit-adjacent models requires disparate-impact analysis + reasonable basis for use) + per-canonical-per-source-Fair-Housing-Act-disparate-impact (the sixth distinctive anchor — 42 USC 3604; when demographic data used for housing-adjacent targeting; Mhany Mgmt vs County of Nassau 2nd Cir 2016 + Texas Dept of Housing vs Inclusive Communities Project 2015 SCOTUS) + per-canonical-per-source-HUD-vs-Facebook-2022-settlement (the seventh distinctive anchor — Special Ad Audiences elimination for housing/employment/credit; demographic-data-feeding-targeting-rules that mirror Special Ad Audience logic carry HUD exposure) + per-canonical-per-source-CCPA-CPRA-Sensitive-Personal-Information (the eighth distinctive anchor — Cal Civ Code 1798.140(ae); sensitive PI includes racial/ethnic origin + religious beliefs + genetic data + biometric data + health data + sex life + immigration status; right to limit use; CPPA enforcement; CalRecycle SB 343 + AB 1027) + per-canonical-per-source-GDPR-Article-9-special-categories (the ninth distinctive anchor — racial/ethnic origin + political opinions + religious beliefs + trade union membership + genetic data + biometric data + health data + sex life + sexual orientation; prohibited unless explicit consent + employment-law + vital-interests + not-for-profit + public + legal-claims + substantial-public-interest exception; EDPB Guidelines 8/2020) + per-canonical-per-source-Massachusetts-AG-Copley-Advertising-2017 (when geofence-triggered demographic-data-driven targeting near healthcare facilities) + per-canonical-per-source-state-breach-notification-50-state-matrix-when-source-breach + per-canonical-per-source-COPPA-13-when-under-13-demographic (the tenth distinctive anchor — 15 USC 6501; demographic data on under-13 children requires verified parental consent + no behavioral advertising; FTC enforcement Youtube 2019 $170M + TikTok 2019 $5.7M + YouTube TFT 2024) + per-canonical-per-source-state-genetic-information-laws-GINA-42-USC-2000ff (employment + health insurance) + per-canonical-per-source-Illinois-Genetic-Information-Privacy-Act-410-ILCS-513 + per-canonical-per-source-Florida-GINA + per-canonical-per-source-Texas-Genetic-Privacy-Act + per-canonical-per-source-Tennessee-ELVIS-Act-when-AI-voice + per-canonical-per-source-EU-AI-Act-Article-50 + per-canonical-per-source-Digital-Services-Act-Article-30-Article-26 + per-canonical-per-source-Digital-Markets-Act + per-canonical-per-source-Connecticut-CTDPA + per-canonical-per-source-Texas-DPSA + per-canonical-per-source-Virginia-CDPA + per-canonical-per-source-Colorado-CPA + per-canonical-per-source-Utah-CPA + per-canonical-per-source-Illinois-BIPA + per-canonical-per-source-Texas-CUBI + per-canonical-per-source-Washington-MHMDA + per-canonical-per-source-ADA-Title-III + per-canonical-per-source-WCAG-2.2-AA + per-canonical-per-source-NIST-AI-RMF + per-canonical-per-source-ISO-42001 + per-canonical-per-source-ISO-27001 + per-canonical-per-source-SOC-2-Type-II + per-canonical-per-source-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-source-compliance-confidence-tier.

What does per-territory cross-skill-handoff + per-territory-analysis-agent-canonical-bundle + per-territory audit-trail do?

Per-portfolio per-territory per-canonical-per-territory-cross-skill-handoff runs per-portfolio per-canonical-per-territory-handoff-to-demographic-data-api (parent commercial pillar) + per-canonical-per-territory-handoff-to-territory-analysis-market-scoring (parent agent) + per-canonical-per-territory-handoff-to-per-prospect-franchise-territory-analysis-pipeline-build-pillar (sibling shipped #319) + per-canonical-per-territory-handoff-to-continuous-per-market-scoring-build-pillar (sibling shipped #311) + per-canonical-per-territory-handoff-to-continuous-foot-traffic-ingestion-build-pillar (sibling shipped #321) + per-canonical-per-territory-handoff-to-cre-listing-ingestion-for-territory-evaluation-pipelines-build-pillar (sibling shipped #349) + per-canonical-per-territory-handoff-to-competitor-density-territory-mapping-build-pillar + per-canonical-per-territory-handoff-to-per-location-competitive-density-mapping-build-pillar + per-canonical-per-territory-handoff-to-FDD-territorial-protection-gating-build-pillar + per-canonical-per-territory-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-territory-handoff-to-per-vertical-compliance-overlay-build-pillar + per-canonical-per-territory-handoff-to-marketing-compliance-overlay-regulated-industries-build-pillar + per-canonical-per-territory-handoff-to-per-location-mmm-driven-budget-recommendation-engine-build-pillar + per-canonical-per-territory-handoff-to-per-location-mmm-for-multi-store-marketing-budget-allocation-build-pillar + per-canonical-per-territory-handoff-to-per-location-multi-model-attribution-build-pillar + per-canonical-per-territory-handoff-to-per-location-cross-channel-attribution-rollup-build-pillar + per-canonical-per-territory-handoff-to-master-record-build-pillar + per-canonical-per-territory-handoff-to-runtime-readable-behavioral-cohorts-build-pillar + per-canonical-per-territory-handoff-to-per-location-list-segmentation-build-pillar (sibling shipped #345) + per-canonical-per-territory-handoff-to-per-member-per-location-ltv-math-for-multi-location-loyalty-build-pillar + per-canonical-per-territory-handoff-to-cross-touchpoint-identity-resolution-build-pillar + per-canonical-per-territory-handoff-to-deterministic-probabilistic-hybrid-identity-resolution-build-pillar + per-canonical-per-territory-handoff-to-versioned-customer-history-DSAR-build-pillar + per-canonical-per-territory-handoff-to-versioned-history-regulatory-defense-build-pillar + per-canonical-per-territory-handoff-to-anomaly-detection-skill + per-canonical-per-territory-handoff-to-false-positive-suppression-build-pillar + per-canonical-per-territory-handoff-to-hyper-local-search-trends-build-pillar + per-canonical-per-territory-handoff-to-local-context-change-events-build-pillar + per-canonical-per-territory-handoff-to-per-location-event-ingestion-build-pillar (sibling shipped #359). Per-territory-analysis-agent-canonical-bundle integrates the demographic-data-ingestion skill with sibling skills on the same territory-analysis-market-scoring agent: per-canonical-demographic-data-ingestion (this skill) + per-canonical-per-prospect-franchise-territory-analysis-pipeline + per-canonical-continuous-per-market-scoring + per-canonical-continuous-foot-traffic-ingestion + per-canonical-cre-listing-ingestion-for-territory-evaluation-pipelines + per-canonical-competitor-density-territory-mapping + per-canonical-per-location-competitive-density-mapping. Per-canonical-end-to-end-SLA runs per-canonical-per-territory-data-source-pointer-resolve-to-geography-resolution-to-attribute-class-spec-to-update-cadence-to-vintage-management-to-projection-spec-to-per-source-compliance-overlay-to-Census-Title-13-HIPAA-FERPA-DPPA-ECOA-Reg-B-Fair-Housing-HUD-Facebook-CCPA-Sensitive-PI-GDPR-Article-9-GINA-anchors-to-FBC-feedback-loop-SLA. Per-portfolio per-territory per-canonical-audit-trail runs per-portfolio per-canonical-per-territory-canonical-audit-record (per-territory-ID + per-banner-pointer + per-canonical-data-source-snapshot + per-25+-source-snapshot + per-geography-resolution-snapshot + per-11+-geography-class-snapshot + per-attribute-class-snapshot + per-demographic-economic-housing-employment-education-health-household-language-veteran-citizenship-place-of-birth-fertility-marital-migration-snapshot + per-update-cadence-snapshot + per-Census-decennial-ACS-1-year-ACS-5-year-monthly-BLS-quarterly-BEA-annual-IRS-SOI-Claritas-annual-Experian-quarterly-Esri-annual-Spatial.ai-monthly-Acxiom-monthly-snapshot + per-vintage-management-snapshot + per-source-vintage-date-publication-date-reference-period-margin-of-error-confidence-interval-data-quality-flag-Disclosure-Avoidance-DAS-Census-2020-snapshot + per-projection-snapshot + per-linear-projection-cohort-component-method-Hamilton-Perry-housing-unit-method-trend-analysis-Bayesian-PyMC-Stan-NumPyro-stochastic-Monte-Carlo-Census-Bureau-methodology-Demographic-and-Health-Surveys-DHS-snapshot + per-compliance-overlay-snapshot + per-Census-Title-13-USC-9-snapshot + per-ACS-sample-design-margin-of-error-snapshot + per-HIPAA-Security-Rule-164.308-snapshot + per-HIPAA-Safe-Harbor-de-identification-45-CFR-164.514-snapshot + per-FERPA-20-USC-1232g-snapshot + per-Driver-Privacy-Protection-Act-DPPA-18-USC-2721-snapshot + per-Reno-v-Condon-2000-SCOTUS-snapshot + per-ECOA-Reg-B-disparate-impact-snapshot + per-Fair-Housing-Act-snapshot + per-HUD-Facebook-2022-Special-Ad-Audiences-snapshot + per-CCPA-CPRA-Sensitive-Personal-Information-snapshot + per-GDPR-Article-9-special-categories-EDPB-Guidelines-snapshot + per-Massachusetts-AG-Copley-Advertising-2017-snapshot + per-state-breach-notification-50-state-snapshot + per-COPPA-13-Youtube-TikTok-Youtube-TFT-snapshot + per-state-genetic-information-laws-GINA-42-USC-2000ff-snapshot + per-Illinois-Genetic-Information-Privacy-Act-410-ILCS-513-snapshot + per-Florida-GINA-Texas-Genetic-Privacy-Act-snapshot + per-Tennessee-ELVIS-Act-snapshot + per-EU-AI-Act-Article-50-snapshot + per-Digital-Services-Act-Article-30-26-snapshot + per-Digital-Markets-Act-snapshot + per-Connecticut-CTDPA-Texas-DPSA-Virginia-CDPA-Colorado-CPA-Utah-CPA-snapshot + per-Illinois-BIPA-Texas-CUBI-Washington-MHMDA-snapshot + per-ADA-Title-III-snapshot + per-WCAG-2.2-AA-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-ISO-27001-SOC-2-Type-II-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-Fair-Housing-Act-defense-retention + per-canonical-7-year-ECOA-Reg-B-defense-retention + per-canonical-7-year-HIPAA-defense-retention + per-canonical-3-year-COPPA-13-record-retention + per-canonical-3-year-Illinois-BIPA-biometric-retention + per-canonical-Census-Bureau-Title-13-confidentiality-no-PII-retention.

What is the recurring 25-source × 11-geography × 60-attribute pattern?

Every per-territory inherits the same canonical-data-source-pointer + canonical-geography-resolution-spec + canonical-attribute-class-spec + canonical-update-cadence-spec + canonical-vintage-management-spec + canonical-projection-spec primitives. Same canonical pattern across all sources/geographies/attributes; only the per-source compliance overlay differs (Census Bureau Title 13 + HIPAA + FERPA + DPPA + state genetic information laws differ per data source). The compliance anchors apply uniformly: ECOA Reg B + Fair Housing + HUD vs Facebook 2022 + CCPA Sensitive PI + GDPR Article 9 + Massachusetts AG Copley + state-AG enforcement + COPPA-13.

Engage the territory-analysis agent

Per-portfolio per-banner per-territory per-canonical-data-source-pointer + per-canonical-geography-resolution-spec + per-canonical-attribute-class-spec + per-canonical-update-cadence-spec + per-canonical-vintage-management-spec + per-canonical-projection-spec + per-canonical-per-source-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-demographic-data-vendor + per-geocoding-boundary-vendor + per-projection-modeling-vendor + per-data-privacy-compliance-vendor primitive.

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