Locations
34,513
52 states, 3,207 counties, and 31,254 cities.
Source Snapshot
Current Public Data Spine
Core Metrics
7
Metrics mapped to Employment, Income, Industry, and Population stability.
Score Snapshot
2024
v1 across 34,513 locations.
Score Updated
Jul 8, 2026
34,531 stored snapshots.
Active Source Systems
ACS
American Community Survey
- Cadence
- Annual
- Target Years
- 2024
- Latest Source Year
- 2024
- Metrics
- 3
- Last Write Rows
- 103,539
- Last Write
- Feb 16, 2026
Income stability and population-related inputs, including household income, poverty, and population change.
State and county inputs are loaded directly; city values can be projected from parent geography.
BLS
Bureau of Labor Statistics
- Cadence
- Monthly source data, annualized for scoring
- Target Years
- 2025
- Latest Source Year
- 2025
- Metrics
- 1
- Last Write Rows
- 34,513
- Last Write
- Feb 16, 2026
Employment health inputs, especially unemployment behavior across complete annual windows.
State and county labor-market observations are loaded directly; city values can be projected from parent geography.
CENSUS
Census County Business Patterns and population inputs
- Cadence
- Annual, with release lag by dataset
- Target Years
- 2024
- Latest Source Year
- 2024
- Metrics
- 2
- Last Write Rows
- 69,006
- Last Write
- Jul 8, 2026
Industry diversification and population stability inputs, including sector mix and population change.
State and county sector and population inputs are loaded directly; city values can be projected from parent geography.
IRS
IRS Migration Data
- Cadence
- Annual, release-lagged
- Target Years
- 2024
- Latest Source Year
- 2023
- Metrics
- 1
- Last Write Rows
- 34,513
- Last Write
- Jul 8, 2026
Population stability inputs through net domestic migration rate calculations.
State and county migration flows are loaded directly; city values can be projected from parent geography.
Latest scoring target is 2024; latest source year visible in written source records is 2023.
Core Metric Inventory
Metric rows expose both the scoring target year and the underlying source year when those differ.
| Metric | Signal | Source | Dataset | Target Year | Latest Source | Notes |
|---|---|---|---|---|---|---|
Labor Force Participation Rate labor_force_participation_rate | Employment Health | ACS | Core source | 2024 | 2024 | Includes projected city rows |
Unemployment Rate unemployment_rate | Employment Health | BLS | Core source | 2025 | 2025 | Includes projected city rows |
Poverty Rate poverty_rate | Income Stability | ACS | Core source | 2024 | 2024 | Includes projected city rows |
Real Median Household Income real_median_household_income | Income Stability | ACS | Core source | 2024 | 2024 | Includes projected city rows |
Industry Diversity Index industry_diversity_index | Industry Diversification | CENSUS | CBP | 2024 | 2023 | Source 2023 carried into target 2024; Includes projected city rows |
Net Domestic Migration Rate net_domestic_migration_rate | Population Stability | IRS | IRS_MIGRATION | 2024 | 2023 | Source 2023 carried into target 2024; Includes projected city rows |
Population Change Rate population_change_rate | Population Stability | CENSUS | ACS_POP_CHANGE | 2024 | 2024 | Includes projected city rows |
Data Quality And Reproducibility
- Source records keep original source keys and source URLs where the upstream dataset provides them.
- City values are marked when projected from parent geography so users can distinguish direct and derived coverage.
- Release-lagged sources are shown with separate source and target years instead of being hidden inside the score.
- Operational ingestion runs remain available through the protected status monitor for deployment health checks.