Trust & Methodology
We label freshness, show evidence when possible, and avoid pretending we know what we don't.
Data Sources
BLS (Bureau of Labor Statistics)
Macro labor indicators
FRED (Federal Reserve Economic Data)
Macro indicators
WARN Notices (State mass layoff filings)
Early warning events
Company career pages (public)
Hiring velocity signals
News sources (deduped)
Verification + context
Refresh Targets
layoffIntel
hourly
warn
daily
jobSignals
hourly
macro
daily
Limitations (important)
- No system can predict individual layoffs with certainty.
- Some sources update with delays; we show freshness labels when feeds lag.
- Risk scores are directional and should be used to guide planning, not panic.