The occupations most exposed to AI

Of 342 occupations, these 25 carry the highest measured AI exposure, led by Customer service representatives at the 100th percentile. Exposure is measured from Microsoft Research Copilot telemetry and the Anthropic Economic Index, not predicted.

High exposure is not the same as a job disappearing, and the ranking is a poor guide to risk on its own. Of these 25, 7 are classed by Goldman Sachs as substituted; the remaining 18 are roles AI reaches just as deep into while amplifying the person doing them.

The 25 most exposed

Ranked by measured exposure composite. Only occupations with measured coverage appear — 6 of 342 have none, and an unmeasured occupation is not evidence of low exposure either way.

  1. 1Customer service representativesDisplacement risk100th
  2. 2Technical writersOrchestrator opportunity100th
  3. 3Interpreters and translatorsOrchestrator opportunity99th
  4. 4Market research analystsDisplacement risk99th
  5. 5Political scientistsOrchestrator opportunity99th
  6. 6Data scientistsOrchestrator opportunity98th
  7. 7Public relations specialistsOrchestrator opportunity98th
  8. 8Web developers and digital designersOrchestrator opportunity98th
  9. 9Computer programmersOrchestrator opportunity97th
  10. 10Desktop publishersDisplacement risk97th
  11. 11Mathematicians and statisticiansOrchestrator opportunity97th
  12. 12Personal financial advisorsDisplacement risk97th
  13. 13Financial analystsDisplacement risk96th
  14. 14Tour and travel guidesOrchestrator opportunity96th
  15. 15Wholesale and manufacturing sales representativesDisplacement risk96th
  16. 16Computer support specialistsOrchestrator opportunity95th
  17. 17Medical records specialistsOrchestrator opportunity95th
  18. 18Operations research analystsOrchestrator opportunity95th
  19. 19EditorsOrchestrator opportunity94th
  20. 20SociologistsOrchestrator opportunity94th
  21. 21TutorsOrchestrator opportunity94th
  22. 22Writers and authorsOrchestrator opportunity94th
  23. 23Instructional coordinatorsOrchestrator opportunity93th
  24. 24Management analystsDisplacement risk93th
  25. 25News analysts, reporters, and journalistsOrchestrator opportunity93th

Deeply exposed, and not displaced

These sit near the top of the same exposure ranking, but Goldman Sachs classes the work as augmented or mixed rather than substituted. They are the clearest illustration that the exposure number alone does not tell you what happens to the job.

What this ranking is not

It ranks professions by a measured average, not people by their prospects. Two people in the same occupation can hold very different skills, and the spread inside an occupation is invisible here. How this is measured · The least exposed occupations

Keep reading

These are professions. Yours is a set of skills.

An occupation average tells you where the ground is moving, not where you stand on it. Map the skills you actually own against it, and see which pathways stay open.

© 2026 Fractional Manager. Figures on this page are computed from the occupation dataset and labelled measured or modelled. Full method.