Will AI replace Materials Engineers?

What this score means

Materials Engineers leans toward the safer end for Engineering. Parts of the role touch tasks AI is getting good at, but the core still depends on hands-on work or judgment that resists automation. At 31 out of 100 it scores 3 points below the Engineering average of 34. Across the 3 sources behind this baseline, individual estimates run from 20 to 45, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Materials Engineers, most central first, showing 12 of 21.

• 01Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.
• 02Design and direct the testing or control of processing procedures.
• 03Monitor material performance, and evaluate its deterioration.
• 04Conduct or supervise tests on raw materials or finished products to ensure their quality.
• 05Evaluate technical specifications and economic factors relating to process or product design objectives.
• 06Modify properties of metal alloys, using thermal and mechanical treatments.
• 07Determine appropriate methods for fabricating and joining materials.
• 08Guide technical staff in developing materials for specific uses in projected products or devices.
• 09Review new product plans, and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
• 10Supervise the work of technologists, technicians, and other engineers and scientists.
• 11Plan and implement laboratory operations to develop material and fabrication procedures that meet cost, product specification, and performance standards.
• 12Plan and evaluate new projects, consulting with other engineers and corporate executives, as necessary.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 3 research sources that scored Materials Engineers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Automotive Sheet Metal Engineer · Ceramic Design Engineer · Ceramic Engineer · Ceramic Research Engineer · Ceramics Test Engineer · Corrosion Engineer · Design Engineer · Engineer and related titles

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