RetrainMap / Pivot Audits

Free tier · verified 2026-08-15

The Pivot Audits — all 22 occupations

One page per high-exposure occupation: the honest exposure read (both indices, disagreements shown), the real BLS numbers, what the “related occupations” pivot list actually offers, and 2–3 priced escape routes. The one-page overview of the finding itself is on the front page.

How to read this page (the honest frame)

How these 22 were chosen. All 774 AIOE-scored occupations were ranked by exposure percentile × BLS employment (fetched live 2026-08-15); the top 20 with percentile ≥ 70 and an O*NET related-occupations list are here. Two detail codes were excluded because their published employment figures belong to “All Other” parent occupations (Regulatory Affairs Managers; Business Continuity Planners) — including them would misattribute headcount. Two seed occupations (Paralegals, Graphic Designers) are added because their “will AI take my … job” search phrasings are directly attested in autocomplete data (Google autocomplete harvest, 2026-08-15).

OccupationAIOE pctlEmployed (2024)Median wage (2025)BLS 2024–34
Customer Service Representatives73rd2,814,000$44,770Decline (-1%)
Office Clerks, General74th2,646,000$45,010Decline (-1%)
Accountants and Auditors99th1,579,800$83,680Faster than average (5% to 6%)
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive78th1,944,000$47,540Decline (-1%)
Bookkeeping, Accounting, and Auditing Clerks77th1,613,400$50,670Decline (-1%)
First-Line Supervisors of Office and Administrative Support Workers76th1,558,400$69,500Little or no change
Management Analysts98th1,075,100$101,860Much faster than average (7%+)
Elementary School Teachers, Except Special Education72nd1,422,700$63,970Decline (-1%)
Market Research Analysts and Marketing Specialists97th941,700$78,760Much faster than average (7%+)
Secondary School Teachers, Except Special and Career/Technical Education82nd1,094,500$72,040Decline (-1%)
Human Resources Specialists94th944,300$75,940Faster than average (5% to 6%)
Financial Managers98th868,600$166,570Much faster than average (7%+)
Lawyers90th864,800$159,670Average (3% to 4%)
Receptionists and Information Clerks75th1,007,200$38,010Little or no change
Medical Secretaries and Administrative Assistants83rd850,000$45,930Average (3% to 4%)
Middle School Teachers, Except Special and Career/Technical Education87th633,700$64,370Decline (-1%)
Sales Managers85th619,500$148,270Faster than average (5% to 6%)
Medical and Health Services Managers85th616,200$123,860Much faster than average (7%+)
Insurance Sales Agents91st568,800$62,280Average (3% to 4%)
Purchasing Agents, Except Wholesale, Retail, and Farm Products100th522,200$77,710Faster than average (5% to 6%)
Paralegals and Legal Assistants seed87th376,200$62,890Little or no change
Graphic Designers seed67th265,900$62,960Slower than average (1% to 2%)

Employment and wages: BLS via O*NET OnLine, fetched 2026-08-15. Exposure: Felten–Raj–Seamans AIOE percentiles (average-rank method), computed 2026-08-15.

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