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Job DisplacementBy 2030

Overall US Job Displacement by 2030

9%+1pp / 12mo

Confidence range: 5% to 15%

This means roughly 9% of all US jobs are projected to be eliminated or fundamentally restructured by AI and automation by 2030. "Net displacement" accounts for both jobs lost and the fact that some affected roles are restructured rather than fully eliminated. For context, 1% of the US labor force is about 1.67 million workers.

Best estimate from Stanford / World Bank (Hartley, Jolevski, Melo, Moore) (Verified Data & Research)

Most AI-and-jobs claims come from journalism or social media. Toggle to to see what the rigorous evidence actually says.

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How This Prediction Has Evolved

Each data point is from a different source. Dots are color-coded by evidence tier.

Sources (18)

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

35.9% of US workers used generative AI by December 2025; small positive wage effects, no significant decline in job openings.

Future of Jobs Report 2025
World Economic ForumDec 1, 2025Institutional

40% of employers globally expect to reduce headcount as AI automates tasks. Net displacement estimates range from 5-14% of current roles by 2030.

AI and the U.S. Labor Market: No Macro Displacement Yet
Yale Budget LabOct 15, 2025Research

Analysis finds no significant macro-level job displacement from AI as of late 2025, though structural shifts are emerging in specific sectors.

New data show no AI jobs apocalypse — for now
Brookings (Kinder)Oct 1, 2025Research

Despite fears of imminent AI jobs apocalypse, the overall labor market shows more continuity than disruption since ChatGPT's launch.

Bureau of Labor Statistics Employment Projections 2024-2034
Bureau of Labor StatisticsAug 1, 2025Research
Steering Technological Progress
INET (Korinek, Stiglitz)May 5, 2025Research

Framework for guiding innovation to increase labor demand; steering technology becomes more desirable the less efficient social safety nets are.

IBM 2024 10-K — AI Strategy & Workforce Transformation
IBM (SEC Filing)Feb 25, 2025Research

IBM CEO stated plans to replace ~7,800 back-office roles with AI. Company investing in reskilling remaining workforce for AI-augmented roles.

Amazon Q4 2024 8-K — AI Fulfillment & Workforce Impact
Amazon (SEC Filing)Feb 6, 2025Research

Amazon reported 75% increase in robotic and AI systems in fulfillment centers. Warehouse associate hiring slowed while 'AI specialist' roles grew 3x.

AI exposure predicts unemployment risk
PNAS NexusFeb 1, 2025Research

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

Total US Job Postings Trend Analysis — January 2025
Indeed Hiring LabJan 28, 2025Institutional

Total US job postings are 15% below their February 2022 peak. Categories most exposed to AI (data entry, basic admin, customer service) show steepest declines.

AI And Automation Will Take 6% Of US Jobs By 2030
ForresterJan 6, 2025Institutional
AI Is Starting to Threaten White-Collar Jobs
The Wall Street JournalJul 15, 2024News
The Simple Macroeconomics of AI
NBER (Acemoglu)Apr 1, 2024Research

AI may increase TFP by only 0.53-0.66% over 10 years, with limited job displacement effects.

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.