Dashboard/US Workforce AI Exposure

AI AdoptionCurrent estimate

US Workforce AI Exposure

42.7%

An estimated 42.7% of US jobs have significant task overlap with current AI capabilities. This is an exposure measure, not a displacement count — it describes what AI could theoretically do, not what has happened. The gap between exposure and actual displacement has been wide: while exposure estimates have risen from 25% to nearly 50%, observed macro job losses attributable to AI remain near zero. Exposure is a precondition for displacement, not a guarantee of it.

This number is a weighted average across all selected sources, with higher-tier evidence and more recent data weighted more heavily. See the full methodology for details on weighting, source validity, and recency bias.

Best estimate from Anthropic (Verified Data & Research)

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How This Prediction Has Evolved

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Additional context

Sources (9)

The Anthropic Economic Index: Economic Primitives
AnthropicJan 15, 2026Research

49% of jobs now use AI for at least 25% of their tasks (up from 36% in early 2025); augmentation (52%) has overtaken automation (45%) as primary use pattern.

The Labor Market Effects of Generative Artificial Intelligence
Stanford / World Bank (Hartley, Jolevski, Melo, Moore)Jan 1, 2026Research

LLM adoption among U.S. workers increased from 30.1% to 38.3% between December 2024 and December 2025. Small effects on wages in exposed occupations; no significant effects on job openings or total jobs.

AI and jobs: A review of theory, estimates, and evidence
arXiv (ILO-affiliated researchers)Sep 15, 2025Research

Productivity gains 20-60% in controlled RCTs, 15-30% in field experiments; AI exposure measures converge toward high-wage jobs being most exposed.

Projected Impact of Generative AI on Future Productivity Growth
Penn Wharton Budget ModelSep 8, 2025Research

In about 40% of employment in exposed occupations, at least 50% of tasks will be replaceable by AI within 10 years.

AI exposure predicts unemployment risk
PNAS NexusFeb 1, 2025Research

Workers in AI-exposed occupations face significantly higher unemployment risk.

GPTs are GPTs: An Early Look at the Labor Market Impact Potential of LLMs
OpenAI / UPenn (Eloundou et al.)Mar 1, 2024Research

~80% of the US workforce could have at least 10% of their tasks affected by GPTs; ~19% of workers may see at least 50% of tasks impacted.

Gen-AI: Artificial Intelligence and the Future of Work
International Monetary FundJan 14, 2024Institutional

Almost 40% of global employment is exposed to AI, with advanced economies more affected.

OECD Employment Outlook 2023: AI and the Labour Market
OECDJul 11, 2023Research

27% of jobs are in occupations at high risk of automation across OECD countries.

The Potentially Large Effects of AI on Economic Growth
Goldman SachsMar 26, 2023Research

Roughly two-thirds of current jobs are exposed to some degree of AI automation; generative AI could substitute up to one-fourth of current work.