Place Signals is grounded in official federal data, trusted public datasets, and licensed supporting sources. We combine those inputs with deterministic scoring and provenance tracking so users can evaluate what contributes to each result.
Core federal sources
- U.S. Census Bureau for population, housing, income, commuting, and related community indicators.
- Bureau of Labor Statistics for employment, wages, labor market, and business cycle context.
Additional trusted sources
We also use other official public sources, including state and local open data, geospatial boundary data, government registries, and other licensed or partner-provided datasets where appropriate.
Attribution and limits
Source vintage, update cadence, and known limitations are tracked in the product and in report outputs. Derived scores are our own models and should be interpreted alongside the underlying source data.
For a plain-language overview of how we handle limitations and uncertainty, see the Data Disclaimer.