{"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/housing-officers/ai","career":{"slug":"housing-officers","title":"Housing Officer","subject":"Public Services & Government","ai_exposure_pct_today":20,"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":20,"door_grade":"B - achievable"},{"horizon":"5 yrs","ai_exposure_pct":35,"door_grade":"C - hard"},{"horizon":"10 yrs","ai_exposure_pct":50,"door_grade":"C - hard"},{"horizon":"20 yrs","ai_exposure_pct":62,"door_grade":"D - very hard"}],"door_grade_now":"B - achievable","door_grade_20yr":"D - very hard","door_source":"OpenAI, \"The AI Jobs Transition Framework\" (Richmond 2026), CC BY 4.0","moat_classified":true,"moat":"regulatory_accountability","moat_label":"REGULATORY MOAT","moat_line":"The law requires human oversight. That human could be you.","starting_pay":"£25,000 - £30,000"},"verdict_sentence":"AI is already used for 20% of the measured tasks of a Housing Officer, heading for 62% within 20 years. The door in is grade B today, grade D in 20 years. Moat: regulatory - The law requires human oversight. That human could be you.","rank":{"careers_scored":1840,"less_exposed":933,"same_score":97,"more_exposed":809},"neighbours":{"less_exposed":[{"slug":"actor","title":"Actor","exposure":19},{"slug":"actors","title":"Actors","exposure":19},{"slug":"aerial-installers","title":"Aerial installers","exposure":19}],"more_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}]},"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)."}]}