AI Workforce Displacement and Default Data
The AI Displacement Tracker and ADI measure different systems. The tracker keeps its own zone vocabulary; ADI uses the family-method national bands with the engine reading.
The AI Displacement Tracker and the American Distress Index answer different questions. The tracker follows AI workforce displacement pressure and keeps its own zone vocabulary. ADI tracks household financial distress under the family method and uses national band labels only beside the engine reading.
The earlier version of this page blurred that boundary by pairing AI pipeline language with retired ADI framing. This revision keeps the measurement split explicit. The tracker remains upstream context outside the ADI composite.
The ADI reference page publishes the maintained national reading through canonical facts. The composite is a mean of input percentiles rather than a percentile rank of quarters.
Use the AI Displacement Tracker for workforce displacement data and ADI for household financial distress data.
Refresh Trace
2026-07-30| Co-moving indicator | Source | Period | Delta |
|---|---|---|---|
| SNAP (Food Stamp) Enrollment | USDA Food and Nutrition Service | 2026-04 | -287175 |
| Continued Unemployment Claims (SA) | DOL via FRED | 2026-07-18 | -14000 |
| Initial Unemployment Claims (SA) | DOL via FRED | 2026-07-25 | +10000 |
| Median Sales Price of Houses Sold (US) | Census via FRED | 2026-Q2 | +7500.00 |
| Total Revolving Credit Outstanding | Federal Reserve via FRED | 2026-05 | -4480.51 |
Ross Kilburn has spent over two decades working directly with financially distressed American households — from negotiating more than 1,000 short sales during the Great Recession to generating leads for a foreclosure defense law firm today. He is the author of The Complete Guide to Short Sales and the founder of American Default Research. Full bio →
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