{"source":"Careermash (whatcareer.net)","measurement":"Measured August 2026","licence":"CC BY 4.0","cite_as":"Careermash, Measured August 2026, https://www.whatcareer.net/en/yellow/career/museum-curator/ai","career":{"slug":"museum-curator","title":"Museum Curator","subject":"History and Philosophy","ai_exposure_pct_today":25,"ai_exposure_definition":"Share of the job's day-to-day tasks AI is already used for, from observed real-world usage by occupation (Anthropic labour market research, 2026). A measurement of now, not a prediction.","horizons":[{"horizon":"Now","ai_exposure_pct":25,"door_grade":"B - achievable"},{"horizon":"5 yrs","ai_exposure_pct":37,"door_grade":"B - achievable"},{"horizon":"10 yrs","ai_exposure_pct":47,"door_grade":"B - achievable"},{"horizon":"20 yrs","ai_exposure_pct":57,"door_grade":"C - hard"}],"door_grade_now":"B - achievable","door_grade_20yr":"C - hard","door_source":"OpenAI, \"The AI Jobs Transition Framework\" (Richmond 2026), CC BY 4.0","moat_classified":true,"moat":"relational","moat_label":"RELATIONAL MOAT","moat_line":"People want a real person for this. That preference is the protection.","starting_pay":"£25,000 - £30,000"},"verdict_sentence":"AI is already used for 25% of the measured tasks of a Museum Curator, heading for 57% within 20 years. The door in is grade B today, grade C in 20 years. Moat: relational - People want a real person for this. That preference is the protection.","rank":{"careers_scored":1840,"less_exposed":1061,"same_score":41,"more_exposed":737},"neighbours":{"less_exposed":[{"slug":"actors-entertainers-and-presenters-nec","title":"Actors, entertainers and presenters","exposure":22},{"slug":"cultural-attache","title":"Cultural Attaché","exposure":22},{"slug":"disc-jockeys","title":"Disc jockeys","exposure":22}],"more_exposed":[{"slug":"acoustic-engineers","title":"Acoustic engineers","exposure":28},{"slug":"aeronautical-engineers-professional","title":"Aeronautical engineers (professional)","exposure":28},{"slug":"aerospace-engineer","title":"Aerospace Engineer","exposure":28}]},"ledger":[{"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)."}]}