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AI exposure Computer and mathematical

Will AI replace mathematicians?

Mathematicians. US occupation 15-2021.

42.4%

of the time mathematicians spend on their work goes on tasks where AI is already being used to do that work.of mathematicians' working hours go on tasks AI has already started taking off their plate.

Ranked 30 of 756 US occupations. More exposed than 96% of them.Further along than 96% of them.

Average US job 7.7%

One of the most exposed jobs in the country.Front of the queue for an AI assistant.

What AI already does for mathematiciansWhat mathematicians no longer do alone

O*NET lists 11 tasks for mathematicians. AI use at work shows up in 4 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.Core task mostly automated 1.00
  2. Develop new principles and new relationships between existing mathematical principles to advance mathematical science.Core task mostly automated 1.00
  3. Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.Core task mostly automated 0.99
  4. Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.Core task mostly automated 0.88

What it does not touch, yetWhat still needs a human

7 of the 11 tasks show no AI use at work in the data.

  • Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.Core task
  • Assemble sets of assumptions, and explore the consequences of each set.Core task
  • Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.Core task
  • Disseminate research by writing reports, publishing papers, or presenting at professional conferences.Core task
  • Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.Core task
  • Perform computations and apply methods of numerical analysis to data.Core task
Show the other 1
  • Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.

How that compares

Among the 21 computer and mathematical occupations, mathematicians rank 10. The group averages 37.9%, and its most exposed job is Computer Programmers at 74.5%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 27Mathematical Science Teachers, Postsecondary 43.1%
  2. 28Interpreters and Translators 43.0%
  3. 29Operations Research Analysts 42.9%

Just below

  1. 31Curators 41.2%
  2. 32Tutors 40.8%
  3. 33Human Resources Assistants, Except Payroll and Timekeeping 40.5%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.