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How is AI changing your job?

Most jobs aren’t disappearing. They’re changing. Find your job to see our outlook, the reasons, and the research behind it.

Last updated Oct 14, 2026 · How we decide · Download data (JSON)

Timeline: when could AI do most of each job's tasks?

Each bar is a HumAIn Logic estimate of when technology could do most of a job's current tasks at scale. Earlier years are on the left, later years on the right. This is not a prediction that the job disappears. How we estimate.

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  1. Data entry keyer 2030-2040 : HumAIn Logic estimate 2030 to 2040. Outlook: Big shift ahead. Confidence: high.
  2. Telemarketer 2030-2040 : HumAIn Logic estimate 2030 to 2040. Outlook: Big shift ahead. Confidence: high.
  3. Bank teller 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  4. Bookkeeper / payroll clerk 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  5. Bookkeeping/accounting clerk 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  6. Office clerk (general) 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  7. Customer service representative 2033-2045 : HumAIn Logic estimate 2033 to 2045. Outlook: Big shift ahead. Confidence: medium.
  8. Insurance claims processor 2033-2045 : HumAIn Logic estimate 2033 to 2045. Outlook: Big shift ahead. Confidence: medium.
  9. Cashier 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  10. Paralegal 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  11. Receptionist 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  12. Translator / interpreter 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: low.
  13. Warehouse worker / stocker 2038-2055 : HumAIn Logic estimate 2038 to 2055. Outlook: Changing. Confidence: low.
  14. Accountant / auditor 2040-2055 : HumAIn Logic estimate 2040 to 2055. Outlook: Changing. Confidence: low.
  15. Market research analyst 2040-2055 : HumAIn Logic estimate 2040 to 2055. Outlook: Changing. Confidence: low.
  16. Delivery / rideshare driver 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  17. Fast-food / food prep worker 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  18. Graphic designer 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  19. Truck driver (heavy, long-haul) 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  20. Writer / copywriter 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  21. Custodian / janitor 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  22. Financial advisor 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  23. Software developer 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  24. Construction laborer 2050-2070 : HumAIn Logic estimate 2050 to 2070. Outlook: Mostly steady. Confidence: low.
  25. Lawyer 2050-2070 : HumAIn Logic estimate 2050 to 2070. Outlook: Mostly steady. Confidence: low.
  26. Electrician 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  27. Home health / personal care aide 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  28. Plumber 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  29. Registered nurse 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  30. Teacher (K-12) 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  31. Physician (medical doctor) 2060+ : HumAIn Logic estimate 2060 or later. Outlook: Mostly steady. Confidence: low.

All ranges are HumAIn Logic estimates, not figures from the cited sources. “2055+” means 2055 or later. Confidence is low for most jobs.

Sources for these estimates

Helpful for any job

Practical, encouraging next steps per profession. Links point to real training and career resources checked on 2026-10-15. Automation year ranges live in jobs.json and are HumAIn Logic estimates. Each job page lists practical next steps.

Please read: these are HumAIn Logic editorial estimates, not predictions or career advice. None of the cited sources gives per-job dates. Your own job depends on your tasks, employer and skills.