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Census · Engineering · occupation code 17-2131

Materials Engineers

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 21 tasks

  • Replicate the characteristics of materials and their components, using computers.

    quick to check, an existing check settles it, and a mistake is cheap · 3.3% of the role's time · $84.6M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed

Does not pass

  • Supervise the work of technologists, technicians, and other engineers and scientists.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.0% of the role's time · $179M

  • Design and direct the testing or control of processing procedures.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 6.8% of the role's time · $176M

  • Evaluate technical specifications and economic factors relating to process or product design objectives.

    reason given most often: no existing check settles it, and a failure is too expensive · 6.8% of the role's time · $175M

  • Solve problems in a number of engineering fields, such as mechanical, chemical, electrical, civil, nuclear, and aerospace.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 6.6% of the role's time · $170M

  • Determine appropriate methods for fabricating and joining materials.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.1% of the role's time · $156M

  • Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 6.0% of the role's time · $156M

  • Conduct or supervise tests on raw materials or finished products to ensure their quality.

    physical work, outside the screen · 6.0% of the role's time · $155M

  • Monitor material performance, and evaluate its deterioration.

    physical work, outside the screen · 5.7% of the role's time · $148M

  • Guide technical staff in developing materials for specific uses in projected products or devices.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 5.3% of the role's time · $138M

  • Plan and implement laboratory operations to develop material and fabrication procedures that meet cost, product specification, and performance standards.

    physical work, outside the screen · 5.2% of the role's time · $135M

  • Supervise production and testing processes in industrial settings, such as metal refining facilities, smelting or foundry operations, or nonmetallic materials production operations.

    physical work, outside the screen · 4.6% of the role's time · $118M

  • Plan and evaluate new projects, consulting with other engineers and corporate executives, as necessary.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.6% of the role's time · $118M

  • Review new product plans, and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.

    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 · $114M

  • Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.

    reason given most often: no existing check settles it · 4.4% of the role's time · $113M

  • Modify properties of metal alloys, using thermal and mechanical treatments.

    physical work, outside the screen · 3.9% of the role's time · $102M

  • Write for technical magazines, journals, and trade association publications.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.2% of the role's time · $82.6M

  • Teach in colleges and universities.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.1% of the role's time · $80.5M

  • Present technical information at conferences.

    reason given most often: no existing check settles it · 3.1% of the role's time · $79.7M · waiting on a check

  • Conduct training sessions on new material products, applications, or manufacturing methods for customers and their employees.

    reason given most often: no existing check settles it · 2.9% of the role's time · $73.6M

  • Design processing plants and equipment.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.0% of the role's time · $25.8M

Where this role works