AI Displacement and Household Default
The workforce question belongs to the AI Displacement Tracker. The household-finance outcome belongs to ADI. The two indexes remain separate.
AI displacement is a workforce measurement problem first. The AI Displacement Tracker measures that pressure with its own methodology and its own zone vocabulary. ADI tracks household financial distress through the family method.
The earlier page treated the gap between those systems as a pipeline claim. This revision narrows the language: the tracker can identify labor-market pressure, while ADI records whether household credit, debt burden, labor, and buffer inputs have moved.
The ADI reference page publishes the maintained national reading with its required band gloss. National band labels belong only to the ADI time series, and quarter-rank context comes from the separate rank-in-history field.
Use the AI Displacement Tracker for workforce displacement and ADI for household distress.
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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