1,840 CAREERS SCORED AGAINST AI

Find your career path

Explore real salaries, entry routes, apprenticeships, and AI impact forecasts - whether you need a degree or not.

Explore Careers by Subject

Browse 168 career profiles across 42 subject areas, with salary data, entry routes and AI impact forecasts. The number on each career is its AI exposure score: the share of the job AI can already do today, so higher means more exposed. 62 yellow means no moat: nothing structural protects that job. 18 white means it has one. A grey outline means the score is real but the moat is not yet classified, true for 31 of the 168 careers shown here.

BUILT ON ANTHROPIC RESEARCH

Will Claude take your graduate job?

We mapped every degree's real graduate destinations against Anthropic's 2026 labour market research, a measure of how much of each occupation's work AI is already doing, to show which careers are most and least exposed.

Explore the AI Exposure Map →
Careermash

Careermash: navigate your career path with real data. Explore career profiles, salary benchmarks, AI impact forecasts, and the qualifications you need to get there.


AI EXPOSURE = the share of a job's day-to-day tasks AI can already do today, from the same exposure engine used across this site (Anthropic labour market research, 2026, observed real-world AI usage by occupation). Higher means more exposed. It is a measurement of now, not a prediction. THE DOOR = how hard the job is to get into, grade A (easy) to E (extremely hard), from each career's published forecast (OpenAI, "The AI Jobs Transition Framework", Richmond 2026, CC BY 4.0). A card marked MOAT NOT YET CLASSIFIED has a real exposure score but no entry yet in our moat register, so we make no claim about what structurally protects it. Scorecard grades and verdicts are Careermash editorial judgment: we show forecasts as forecasts and own our conclusions. Salary and pathway figures are each career's own published profile. Careermash is a service provided by What School Ltd.

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