Class Deck - play - Careermash

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Which of these is AI doing more of today?

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Careermash

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

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AI EXPOSURE TODAY = a Careermash index from 0 to 100 of how exposed this job's everyday tasks are to AI today. We estimate it by matching published research on how people use AI to this job (Anthropic and OpenAI 2026), usually by keyword or subject area, and we lower it where the work is protected (for example by physical, personal or legal requirements). It is not a direct measurement of how much people in this job use AI. THE DOOR · ENTRY DIFFICULTY TODAY = how hard the job is to get into today, grade A (easy) to E (extremely hard). A Careermash rule of thumb built from our AI exposure index and the job's moat class; not a forecast. 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 and we 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 CourseMash.org