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Search occupations, companies, ledger entries and methodology.

Honest, data-first tracking of what AI is - and isn't - doing to jobs. Built 23 Oct 2026.

Data

AI layoff ledger · CSV (CC BY 4.0)
Occupations
Sources & licences

Credits

Job postings: Indeed Hiring Lab (CC BY 4.0). UK adverts: ONS / Textkernel (OGL v3.0). Exposure: Anthropic Economic Index (MIT). Tasks: O*NET 31.0 (CC BY 4.0). Filings: SEC EDGAR. WARN: CA EDD, Texas Workforce Commission.

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Methodology & rubric
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