Data Sources

The AI Workforce Impact Tracker™ combines clearly labeled public labor-market data with voluntary, aggregated worker-reported information. Official statistics are attributed to their source and dated. Worker-reported data is never presented as government data.

Official DataWorker-Reported DataTracker Analysis

Configured data sources

U.S. Bureau of Labor Statistics

BLS · development

not configured

Employment, wages, and occupational data. Public API; no key required for standard rates.

Demo Data — not a live connection.

U.S. Census Bureau

Census · development

authentication required

Demographic and business data. Requires a server-side API key.

Demo Data — not a live connection.

O*NET

ONET · development

authentication required

Occupational task and skill data. Requires a server-side API key.

Demo Data — not a live connection.

Private API token architecture

• All provider credentials are stored only in Base44 secure server-side secrets — never in client-side code, browser-visible JavaScript, URLs, or user-accessible database fields.
• External API requests are made through server-side backend functions only. The browser calls the app backend; the backend authenticates privately with the provider.
• A reusable server-side data-provider layer means tokens can be rotated without changing the UI.
• Admins see connection status (Connected, Authentication Required, Error, Last Successful Sync) — never the credential itself.
• Separate development/test and production credentials are supported.
• No API token is created or exposed in this demo. Credentials are managed as secure-secret references only.