{"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/insurance-administrators/ai","career":{"slug":"insurance-administrators","title":"Insurance Administrator","subject":"Finance & Accounting","ai_exposure_pct_today":45,"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","tasksPct":55,"rolesVs2024":[90,100],"entry":"C - hard","moat":"Weak"},{"horizon":"5 yrs","tasksPct":73,"rolesVs2024":[70,90],"entry":"D - very hard","moat":"Weak"},{"horizon":"10 yrs","tasksPct":85,"rolesVs2024":[50,75],"entry":"E - extremely hard","moat":"Weak"},{"horizon":"20 yrs","tasksPct":93,"rolesVs2024":[25,60],"entry":"E - extremely hard","moat":"Gone"}],"door_grade_now":"C - hard","door_grade_20yr":"E - extremely hard","door_source":"OpenAI, \"The AI Jobs Transition Framework\" (Richmond 2026), CC BY 4.0","moat_classified":true,"moat":"none","moat_label":"NO MOAT","moat_line":"No physical, legal or personal barrier protects this work from software.","starting_pay":"£20,000 - £25,000"},"verdict_sentence":"AI is already used for 45% of the measured tasks of a Insurance Administrator, heading for 93% within 20 years. The door in is grade C today, grade E in 20 years. Moat: none - No physical, legal or personal barrier protects this work from software.","rank":{"careers_scored":1840,"less_exposed":1632,"same_score":28,"more_exposed":179},"neighbours":{"less_exposed":[{"slug":"advocates-excludes-solicitor-advocates","title":"Advocates","exposure":42},{"slug":"arbitration-specialist","title":"Arbitration Specialist","exposure":42},{"slug":"barrister-s-and-judge-s-clerks","title":"Barrister's and judge's clerks","exposure":42}],"more_exposed":[{"slug":"amazon-fba-seller","title":"Amazon FBA Seller","exposure":48},{"slug":"business-and-financial-project-management-professionals-nec","title":"Business and financial project management professionals","exposure":48},{"slug":"business-and-related-research-professionals-nec","title":"Business and related research professionals","exposure":48}]},"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)."}]}