A composite indexA single score built by combining several different measurements. Our index combines unemployment, job-posting decline, and layoff notices, weighted by how much AI affects each occupation. of unemployment, job-postings decline, and WARN noticesLegally required notices that employers must give 60 days before mass layoffs. They are early warning signs of job losses in your area. — weighted by AI occupation exposureA measure of how vulnerable a specific type of job is to being automated by AI. Higher exposure means more tasks can be done by AI.. This measures labor-market stress, not direct AI causation.
Current stress reflects today's unemployment, job-posting decline, and WARN notices — no assumptions about future AI adoption.
Colour scale clipped at 60 for readability; values above 60 share the darkest bin.
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Occupations ranked nationally by AI exposure and by how many workers sit in each role — not just how exposed a single job is. Select an occupation for its full impact profile.
Eight leading indicators from published research, tracked against thresholds that signal movement toward one of three AI labor-displacement scenarios. Grouped by how close each indicator is to its threshold.
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Leading indicators that tend to shift before the broader labor market
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Current snapshot of employment and unemployment conditions
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