See which careers
AI is reshaping.
Research-based estimates across 756 occupations and 22 sectors — understand your exposure, discover resilient paths.
Occupations tracked
Avg AI exposure
High-exposure roles
Total workforce tracked
AI-exposure figures reflect observed AI (LLM) usage from the Anthropic Economic Index (2025), mapped to O*NET tasks — a relative exposure measure, not a prediction of job loss. See Sources.
AI Exposure Checker
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Start from the question you need to answer.
The same trusted pages are grouped around how people explore AI, work, labor signals, and data confidence.
Global AI signals
Compare country adoption, readiness, and proxy-context signals without treating catalogs as usage.
Open lens WorkforceCareers, sectors, skills
Explore occupation, sector, and skill exposure measures alongside resilient paths.
Open lens Labor / VisaLabor-market pressure
Read labor-market pressure and certified H-1B LCA filing signals; LCAs are not approvals.
Open lens Analysis / MarketCross-lens intelligence
Compare exposure lenses and descriptive market signals without predictive or investment claims.
Open lens Data GovernanceSources and methods
Review datasets, methodology, provenance, and caveats before using any signal.
Open lensKey Findings
Headline stats derived from our full research dataset.
In High AI-Exposure Roles
Share of the U.S. workforce in High or Very High AI-exposure occupations.
U.S. Workers Tracked
Employment-weighted total across all occupations in our dataset.
Fastest GenAI Adoption Rise
South Korea: largest GenAI diffusion jump, H1 2025 → Q1 2026.
Occupations Analyzed
Spanning 22 major U.S. sectors with full AI-exposure profiling.
of the U.S. workforce
is in high AI-exposure occupations
Employment-weighted: BLS OEWS employment × Anthropic Economic Index exposure bands (44.0M of 140.5M workers tracked). This measures occupational AI exposure — not predicted job loss. Sources.
Standout Careers
AI-exposure from the Anthropic Economic Index (2025); outlook from O*NET. Sources.
Most AI-Exposed
AI exposure
Bright Outlook
proj. annual openings
Most Resilient
resiliency score
Highest Paid
median salary
AI-exposure figures reflect observed AI (LLM) usage from the Anthropic Economic Index (2025), mapped to O*NET tasks — a relative exposure measure, not a prediction of job loss. Bright Outlook is an O*NET designation for occupations with projected rapid growth, large numbers of openings, or new-and-emerging status — an independent labor demand signal that can coexist with high AI task exposure. See Sources.
Sector Landscape
AI exposure × Bright-Outlook share × sector size (bubble) — click a sector to explore
- Management
- Business and Financial Operations
- Computer and Mathematical
- Architecture and Engineering
- Life, Physical, and Social Science
- Community and Social Service
- Legal
- Education, Training, and Library
- Arts, Design, Entertainment, Sports, and Media
- Healthcare Practitioners and Technical
- Healthcare Support
- Protective Service
- Food Preparation and Serving Related
- Building and Grounds Cleaning and Maintenance
- Personal Care and Service
- Sales and Related
- Office and Administrative Support
- Farming, Fishing, and Forestry
- Construction and Extraction
- Installation, Maintenance, and Repair
- Production
- Transportation and Material Moving
Market Intelligence
Top 20 Occupations by AI Exposure
Vertical bar chart showing AI exposure probability for up to 20 top-risk occupations, sorted highest first. Bar color encodes risk level: green = low, yellow = medium, orange = high, red = very high. Hover over a bar to see the occupation name and exact probability.
| Occupations | AI Exposure |
|---|---|
| Computer Programmers | 74.5% |
| Customer Service Representatives | 70.1% |
| Data Entry Keyers | 67.1% |
| Medical Records Specialists | 66.7% |
| Market Research Analysts and Marketing Specialists | 64.8% |
| Medical Transcriptionists | 63.6% |
| Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products | 62.8% |
| Database Architects | 57.9% |
| Financial and Investment Analysts | 57.2% |
| Software Quality Assurance Analysts and Testers | 51.9% |
| Statistical Assistants | 51.0% |
| Information Security Analysts | 48.6% |
| Web Developers | 48.0% |
| Mathematical Science Occupations, All Other | 47.9% |
| Technical Writers | 47.5% |
| Computer User Support Specialists | 46.9% |
| Desktop Publishers | 46.4% |
| Data Scientists | 46.1% |
| Public Relations Specialists | 45.3% |
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 45.3% |