How AI is Changing Your Job
Published AI exposure indices for occupations worldwide, reproduced from external research. Compare roles, see which tasks are exposed today, and check the source behind every figure.
Where AI use is most observed
Occupations with the highest observed exposure in the Anthropic Economic Index. This reflects measured AI use today, not a prediction of job losses.
Computer Programmers
Customer Service Representatives
Data Entry Keyers
Data Verification Clerks
Clinical Documentation Specialists
Source: Anthropic Economic Index (CC BY 4.0). Occupations absent from the dataset do not appear in this list.
2 further occupations share the lowest score shown here and fall outside this list.
Latest News & Trends
Recent reports and analyses on how AI is changing the labour market.
AI Training Worked for Exactly One Month. Then Nothing Stuck.
KPMG gave nearly 4,000 back-office workers GenAI for eight months. Their skill never improved — and training's effect vanished within a mon…
750 Million Job Ads Show AI Erases Job Titles Faster Than Tasks
Occupations built of AI-exposed tasks are losing posting share at slope -1.33, but the task categories inside them decline at only -0.83. A…
PhD Students Aren't Rejecting AI — They're Drawing Task-Level Lines
Only 16% of 3,785 PhD students welcome AI everywhere. The largest group — 44% — draws a line through their own job. Here's exactly where th…
The AI Writes the Code. Expertise Still Decides Who Ships It.
Anthropic analyzed ~400,000 Claude Code sessions: users made 70% of planning decisions but only 20% of execution decisions — yet experts re…
UK Job Adverts Fell 39.7%. AI Isn't the Axis the Data Points To
UK postings for programmers and software developers fell 73.4% from 2022 to 2024. But the occupation we measure at 0.0% observed AI exposur…
AI Exposure by Industry
Theoretical vs. observed AI exposure across 14 occupation categories
Computer & Mathematical
Business & Financial Operations
Office & Administrative Support
Arts, Design, Entertainment & Media
Legal
Healthcare
Education & Training
Life, Physical & Social Sciences
Sales & Marketing
Management
Food Preparation & Service
Construction, Maintenance & Repair
Protective Service
Transportation & Material Moving
Research Timeline
Recent landmark reports tracked since 2025.
Sophistication in GenAI Use: Field Evidence from a Large Firm
Field study of 713,564 prompts from 3,925 KPMG back-office employees over 8 months of 2025. Sophistication rises with seniority and peaks in Strategy…
The Pulse Beneath the Job Title: Monthly Readings of Requirements and Tasks from 750 Million Chinese Job Ads
Preprint analyzing 752.6M Chinese job ads (2022-2026, 5 platforms) into catalogs of 20,721 requirements and 44,479 tasks with monthly LLM-exposure re…
Normative boundaries of AI in scientific work: Evidence from PhD researchers
Latent class analysis of 3,785 PhD students (Nature Graduate Survey 2025) finds 4 attitudinal profiles: division-of-labour 44%, status-quo 34%, all-p…
Will AI Replace ___?
Most-searched evergreen analyses.
Will AI Replace Bus Drivers? Autonomous Buses Are Coming, But Not That Fast
Transportation & Material Moving
Will AI Replace Pilots? Autopilot vs. Human Judgment in 2025
Transportation & Material Moving
Will AI Replace Masons? Brick by Brick, Humans Still Lead
Construction, Maintenance & Repair
Will AI Replace Police Officers? What the Data Actually Shows
Protective Service
Built on Trust
External sources, named licences, and editorial review.
Methodology
Which dataset each figure comes from, what it measures as its publisher defines it, and where its coverage stops.
Read methodologyWhat the Numbers Are
AI exposure figures are reproduced from the Anthropic Economic Index and the OpenAI "GPTs are GPTs" rubric; employment figures from U.S. Bureau of Labor Statistics projections. We calculate no scores of our own.
See methodologyEditor + AI Disclosure
AI-assisted analysis reviewed by a human editor. We disclose where AI helped and where humans decide.
About the editorStay Updated
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