How AI is Changing Your Job
Data-driven analysis of AI automation impact across 800+ occupations worldwide. Understand trends, compare roles, and prepare for the future.
AI Impact Snapshot
How exposure shifts from 2025 to 2028.
Highest Automation Risk
Occupations with the highest AI automation risk scores based on 2025 data
Telephone Operators
Switchboard Operators
Data Verification Clerks
Meter Readers, Utilities
Credit Authorizers, Checkers, and Clerks
Latest News & Trends
Recent reports and analyses on AI's labor market impact.
AI Moves Your Job Before It Cuts It: The 52/40 Reallocation Finding
AI reshuffles roles before cutting them - reallocation vs redesign
Only 12% of EU Workers Use Generative AI — and That's Not the Real Story
Eurofound's EWCS 2024 survey of 36,644 workers across 35 countries shows just 12% use generative AI at work — but the bigger finding is wha…
Australia's First Gen AI Capacity Study: 79% of Workers Face Low Risk
Australia's federal Jobs and Skills Australia agency analyzed 358 occupations and found 79% of workers face low or very low AI automation r…
Agentic AI in Finance: Why the Middle Layer Faces the Greatest Pressure
A new April 2026 paper tracks 40 years of finance productivity — and shows agentic AI is squeezing the middle layer hardest, with AUM-per-e…
84 of 236 Bay Area Jobs Cross AI Displacement Line in 2026: arXiv Study
A new arXiv paper projects 35.6% of information-intensive Bay Area occupations will cross the moderate AI displacement threshold in 2026. H…
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.
Generative AI and the Reorganization of Labor Demand
Wang, Wei & Wang (2026) measure AI exposure dynamically at the job-posting level across the U.S. economy using a two-stage LLM pipeline. Decomposing…
How ChatGPT adoption broadened in early 2026
OpenAI Signals Q1 2026 update documents ChatGPT consumer adoption broadening across age (35+ gaining share), gender (feminine-name users now majority…
AI growth acceleration versus distributional fairness
Brookings synthesis arguing AI-driven growth acceleration is plausible but not guaranteed. Diffusion is highly uneven across sectors, firms, countrie…
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 Operations Managers? The Leadership Role AI Is Reshaping
Management
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
Transparent methodology, primary sources, and editorial review.
Methodology
How we calculate AI exposure and automation risk — composite scoring across theoretical capability and observed adoption.
Read methodologyPrimary Sources
Peer-reviewed research from Anthropic, Stanford, NBER, and U.S. Bureau of Labor Statistics — every data point traceable.
See sourcesEditor + 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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