{"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/commodity-brokers-and-traders/ai","career":{"slug":"commodity-brokers-and-traders","title":"Commodity Brokers and Traders","subject":"Finance & Accounting","ai_exposure_pct_today":52,"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":52,"rolesVs2024":[95,100],"entry":"C - hard","moat":"Strong"},{"horizon":"5 yrs","tasksPct":67,"rolesVs2024":[85,95],"entry":"C - hard","moat":"Strong"},{"horizon":"10 yrs","tasksPct":80,"rolesVs2024":[70,90],"entry":"D - very hard","moat":"Holding"},{"horizon":"20 yrs","tasksPct":90,"rolesVs2024":[50,80],"entry":"D - very hard","moat":"Law's call"}],"door_grade_now":"C - hard","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":"£30,000 - £40,000"},"verdict_sentence":"AI is already used for 52% of the measured tasks of a Commodity Brokers and Traders, heading for 90% within 20 years. The door in is grade C today, grade D in 20 years. Moat: regulatory - The law requires human oversight. That human could be you.","rank":{"careers_scored":1840,"less_exposed":1710,"same_score":31,"more_exposed":98},"neighbours":{"less_exposed":[{"slug":"actuaries-economists-and-statisticians-nec","title":"Actuaries, economists and statisticians","exposure":50},{"slug":"advertising-and-marketing-associate-professionals-nec","title":"Advertising and marketing associate professionals","exposure":50},{"slug":"agricultural-economist","title":"Agricultural Economist","exposure":50}],"more_exposed":[{"slug":"actuaries-and-actuarial-analysts","title":"Actuaries and actuarial analysts","exposure":55},{"slug":"auditors-qualified-accountant","title":"Auditors (qualified accountant)","exposure":55},{"slug":"chartered-and-certified-accountants-nec","title":"Chartered and certified accountants","exposure":55}]},"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)."}]}