Class Deck - play - Careermash

Which of these is AI doing more of today?

ROUND 1 / 3CLASS 0

Careermash

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

AI EXPOSURE = the share of a job's day-to-day tasks AI is already used for today, from the same exposure engine used across this site (published AI-usage research, Anthropic and OpenAI 2026, blended with our own UK review of moats, robotics and scientific developments). 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.

Part of the Sand Education ecosystem:Spill.org WhatSchool.ai WhatCareer.net CourseMash.org