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
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Aerospace Product and Parts Manufacturing | 2840 | $393M | $12.9M | $0 |
| Architectural, Engineering, and Related Services | 2990 | $320M | $10.5M | $0 |
| Scientific Research and Development Services | 2260 | $283M | $9.3M | $0 |
| Management of Companies and Enterprises | 1570 | $191M | $6.3M | $0 |
| Federal Executive Branch (OEWS Designation) | 1330 | $190M | $6.2M | $0 |
| Semiconductor and Other Electronic Component Manufacturing | 1160 | $145M | $4.8M | $0 |
| Machinery Manufacturing (3331, 3332, 3334, and 3339 only) | 840 | $95.5M | $3.1M | $0 |
| Iron and Steel Mills and Ferroalloy Manufacturing | 640 | $65.4M | $2.1M | $0 |
| Navigational, Measuring, Electromedical, and Control Instruments Manufacturing | 420 | $54.1M | $1.8M | $0 |
| Nonmetallic Mineral Product Manufacturing | 430 | $50.4M | $1.7M | $0 |