{"source":"Careermash (whatcareer.net)","measurement":"Measured August 2026","licence":"CC BY 4.0","cite_as":"Careermash, Measured August 2026, https://www.whatcareer.net/ml/yellow/data","definitions":{"ai_exposure_pct_today":"Share of the job's day-to-day tasks AI is already used for (published AI-usage research, Anthropic and OpenAI 2026, blended with our own UK review of moats, robotics and scientific developments). A measurement of now, not a prediction.","door_grade":"Entry difficulty for a new entrant, A (easy) to E (extremely hard), from OpenAI, \"The AI Jobs Transition Framework\" (Richmond 2026, CC BY 4.0).","moat":"What structurally protects the job: physical | relational | regulatory_accountability | none. null = not yet classified; no claim is made."},"count":1840,"ledger":[{"date":"2026-08-29","note":"Provenance stated in full: exposure scores blend published AI-usage research (Anthropic 2026 observed usage; OpenAI \"The AI Jobs Transition Framework\", Richmond 2026, CC BY 4.0) with our own UK reviews of labour-market moats (statutory licensing and legal protections, which differ from the US), robotics evolution (whether AI alone or AI with robotics could take on the work, and when), and relevant scientific developments. Earlier citations named Anthropic alone for the exposure figure; no score changed, only the credit."},{"date":"2026-08-29","note":"Moat lines rewritten to assert only what the engine classification means (hands-on / protected by law / people want a real person / no special protection). No scores changed."},{"date":"2026-08-19","note":"Correction: careers without a moat record stopped showing a confident \"NO MOAT\" claim and now show \"moat not yet classified\". Exposure scores were and remain real for every career."},{"date":"2026-08-16","note":"First public measurement: AI exposure per occupation from Anthropic 2026 observed-usage research; door grades and 20-year horizons from OpenAI \"The AI Jobs Transition Framework\" (Richmond 2026, CC BY 4.0)."}],"careers":[{"slug":"3d-animator","title":"3D Animator","subject":"Creative Arts and Design","ai_exposure_pct_today":30,"ai_exposure_pct_20yr":95,"door_grade_now":"C - hard","door_grade_20yr":"E - extremely hard","moat":"none","verdict_url":"https://www.whatcareer.net/ml/yellow/career/3d-animator/ai"},{"slug":"accounting-clerks-and-bookkeepers","title":"Accounting clerks and bookkeepers","subject":"Finance & Accounting","ai_exposure_pct_today":52,"ai_exposure_pct_20yr":93,"door_grade_now":"C - hard","door_grade_20yr":"E - extremely hard","moat":"none","verdict_url":"https://www.whatcareer.net/ml/yellow/career/accounting-clerks-and-bookkeepers/ai"},{"slug":"accounting-technicians","title":"Accounting technicians","subject":"Finance & Accounting","ai_exposure_pct_today":52,"ai_exposure_pct_20yr":93,"door_grade_now":"C - 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