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AI Risk Comparison

Materials Engineers vs Transportation Engineers

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
Materials Engineers
Higher risk
Transportation Engineers
Risk gap
1 points
Engineering & ArchitectureO*NET: 17-2131.00

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.

AI Risk Score

41/100
Medium

Moderate risk: AI can reshape important parts of the role.

Automation factors

  • Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.
  • Replicate the characteristics of materials and their components, using computers.
  • Analyzing Data or Information
  • Updating and Using Relevant Knowledge
  • Monitoring Processes, Materials, or Surroundings

Top skills

Reading Comprehension4.00/5
Active Listening4.00/5
Science4.00/5
Complex Problem Solving4.00/5
Critical Thinking3.88/5

Recommended career pivots

Engineering & ArchitectureO*NET: 17-2051.01

Transportation Engineers

Develop plans for surface transportation projects, according to established engineering standards and state or federal construction policy. Prepare designs, specifications, or estimates for transportation facilities. Plan modifications of existing streets, highways, or freeways to improve traffic flow.

AI Risk Score

42/100
Medium

Moderate risk: AI can reshape important parts of the role.

Automation factors

  • Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.
  • Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.
  • Prepare project budgets, schedules, or specifications for labor or materials.
  • Working with Computers
  • Evaluating Information to Determine Compliance with Standards

Top skills

Reading Comprehension4.00/5
Writing4.00/5
Speaking4.00/5
Critical Thinking4.00/5
Mathematics3.88/5

Recommended career pivots

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