Takeover Tracker
32%medium risk

Materials Engineers

Evaluate materials and develop machinery and processes to manufacture materials for use in products that must meet specialized design and performance specifications. Develop new uses for known materials. Includes those engineers working with composite materials or specializing in one type of material, such as graphite, metal and metal alloys, ceramics and glass, plastics and polymers, and naturally occurring materials. Includes metallurgists and metallurgical engineers, ceramic engineers, and welding engineers.

Higher risk than 49% of occupations
Checking for existing plan...

How AI Impacts Each Task

21 tasks analyzed

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

Risk: 53.0%AI: 65EstimatedTime: 8%

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

Risk: 19.0%AI: 10EstimatedTime: 7%

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

Risk: 49.0%AI: 55EstimatedTime: 8%

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

Risk: 76.0%AI: 67EstimatedTime: 6%

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

Risk: 43.0%AI: 40EstimatedTime: 6%

Design and direct the testing or control of processing procedures.

Risk: 49.0%AI: 55EstimatedTime: 6%

Monitor material performance and evaluate material deterioration.

Risk: 84.0%AI: 87EstimatedTime: 5%

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

Risk: 86.0%AI: 92EstimatedTime: 5%

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

Risk: 27.0%AI: 30EstimatedTime: 5%

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

Risk: 23.0%AI: 20EstimatedTime: 5%

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

Risk: 51.0%AI: 60EstimatedTime: 5%

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

Risk: 13.0%AI: 10EstimatedTime: 4%

Determine appropriate methods for fabricating and joining materials.

Risk: 49.0%AI: 55EstimatedTime: 4%

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

Risk: 51.0%AI: 60EstimatedTime: 4%

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

Risk: 21.0%AI: 15EstimatedTime: 4%

Teach in colleges and universities.

Risk: 38.8%AI: 59.38ObservedTime: 2%

Design processing plants and equipment.

Risk: 51.0%AI: 60EstimatedTime: 3%

Replicate the characteristics of materials and their components with computers.

Risk: 59.0%AI: 80EstimatedTime: 4%

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

Risk: 59.0%AI: 80EstimatedTime: 3%

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

Risk: 27.0%AI: 30EstimatedTime: 3%

Present technical information at conferences.

Risk: 21.0%AI: 15EstimatedTime: 3%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Materials Engineers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.4pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.7pt risk+$6K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Alternate Career Paths

See all transitions

Score History

Risk score over 2 scoring runs

-1.5

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Associate's Degree3%
Bachelor's Degree51%
Master's Degree3%
Doctoral/Professional Degree31%
Level 118%
Level 125%

Prior Experience Needed

Work experience required to enter this job

None18%
6 months - 1 year13%
1-2 years15%
2-4 years23%
4-6 years13%
6-8 years5%
Over 10 years13%

Training Provided After Hiring

How long it typically takes to learn on the job

None13%
Up to 1 month8%
1-3 months15%
3-6 months23%
6 months - 1 year21%
1-2 years10%
2-4 years5%
4-6 years5%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis