{"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/geologists/ai","career":{"slug":"geologists","title":"Geological Surveyor","subject":"Geography and Earth Sciences","ai_exposure_pct_today":15,"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":15,"rolesVs2024":[98,105],"entry":"B - achievable","moat":"Weak"},{"horizon":"5 yrs","tasksPct":30,"rolesVs2024":[92,105],"entry":"B - achievable","moat":"Weak"},{"horizon":"10 yrs","tasksPct":45,"rolesVs2024":[78,100],"entry":"C - hard","moat":"Weak"},{"horizon":"20 yrs","tasksPct":60,"rolesVs2024":[50,85],"entry":"D - very hard","moat":"Gone"}],"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":"none","moat_label":"NO MOAT","moat_line":"No physical, legal or personal barrier protects this work from software.","starting_pay":"£28,000 - £35,000"},"verdict_sentence":"AI is already used for 15% of the measured tasks of a Geological Surveyor, heading for 60% within 20 years. The door in is grade B today, grade D in 20 years. Moat: none - No physical, legal or personal barrier protects this work from software.","rank":{"careers_scored":1840,"less_exposed":629,"same_score":74,"more_exposed":1136},"neighbours":{"less_exposed":[{"slug":"air-traffic-control-assistants","title":"Air traffic control assistants","exposure":12},{"slug":"air-traffic-controllers","title":"Air traffic controllers","exposure":12},{"slug":"air-transport-operatives-nec","title":"Air transport operatives","exposure":12}],"more_exposed":[{"slug":"adult-education-tutors","title":"Adult education tutors","exposure":18},{"slug":"agricultural-scientists","title":"Agricultural scientists","exposure":18},{"slug":"agronomist","title":"Agronomist","exposure":18}]},"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)."}]}