Futureproof

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Find your job.

Everything this deployment can see is on this page. It cannot currently read a catalogue or a coverage ledger, so it cannot tell you which occupations are missing from the list below, and it will not pretend the list is complete.

If yours has a page, the title links to it. If it does not have one yet, that is a statement about our queue, not about your job.

Release 2026-q4.1 publishes 830 US occupations and 412 UK unit groups, from 53,309 scored tasks.

The coverage ledger (the file that says which occupations are still unscored and why) is not published for this deployment, so this page cannot state a coverage percentage. It shows what it can see, and marks the rest.

Exposure

  • high: most of this work is shifting to AI
  • partial: the job is changing shape
  • low: this stays human

US 11Management

37 shown

US 13Business and Financial Operations

32 shown

US 15Computer and Mathematical

21 shown

US 17Architecture and Engineering

36 shown

US 19Life, Physical, and Social Science

48 shown

US 21Community and Social Service

17 shown

US 23Legal

8 shown

US 25Educational Instruction and Library

64 shown

US 27Arts, Design, Entertainment, Sports, and Media

41 shown

US 29Healthcare Practitioners and Technical

71 shown

US 31Healthcare Support

17 shown

US 33Protective Service

24 shown

US 35Food Preparation and Serving Related

17 shown

US 37Building and Grounds Cleaning and Maintenance

10 shown

US 39Personal Care and Service

32 shown

US 41Sales and Related

22 shown

US 43Office and Administrative Support

54 shown

US 45Farming, Fishing, and Forestry

13 shown

US 47Construction and Extraction

60 shown

US 49Installation, Maintenance, and Repair

51 shown

US 51Production

105 shown

US 53Transportation and Material Moving

50 shown

Where this list comes from

  • Release 2026-q4.1 publishes 1,242 occupations with scores and pages.
  • No coverage ledger: No coverage ledger is published for this deployment. It is generated by the pipeline (`npm run ledger:build`) and has not been produced yet.
  • No alternative-title index: No occupation catalogue is available to this deployment, so alternative job titles cannot be searched here.
  • On this page: 1,242 occupations, 1,242 with published scores and 0 not scored yet.
  • Nothing available to this deployment can enumerate the occupations we have not scored, so this list may be incomplete in a way it cannot detect. That is a gap in the deployment, and it is stated here rather than papered over.

Families are the official major groups of each classification: US SOC 2018 and UK SOC 2020. Pay is shown in the currency its source publishes; US dollars and pounds are never converted, so ordering by pay compares the raw published figures.