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Census · Data & analytics · occupation code 15-2021

Mathematicians

Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.

Passes the screen · 1 of 12 tasks

  • Perform computations and apply methods of numerical analysis to data.

    quick to check, an existing check settles it, and a mistake is cheap · 10.5% of the role's time · $26.7M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed

Does not pass

  • Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.

    reason given most often: no existing check settles it · 12.8% of the role's time · $32.6M

  • Develop new principles and new relationships between existing mathematical principles to advance mathematical science.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 10.1% of the role's time · $25.6M

  • Assemble sets of assumptions, and explore the consequences of each set.

    reason given most often: no existing check settles it · 9.9% of the role's time · $25.2M

  • Mentor others on mathematical techniques.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 9.8% of the role's time · $25.0M

  • Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.2% of the role's time · $20.9M

  • Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.9% of the role's time · $20.1M

  • Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.8% of the role's time · $19.7M

  • Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.7% of the role's time · $19.5M

  • Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.3% of the role's time · $16.0M

  • Disseminate research by writing reports, publishing papers, or presenting at professional conferences.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 4.5% of the role's time · $11.5M

  • Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.4% of the role's time · $11.1M

Where this role works