Which job is safer from AI: Transportation Engineers or Solar Energy Systems Engineers?

Transportation Engineers is safer from AI based on ReplacedByAI risk scores. Transportation Engineers has an AI replacement risk score of 42/100 (Medium), while Solar Energy Systems Engineers has a score of 43/100 (Medium).

What is Transportation Engineers's AI replacement risk?

Transportation Engineers has an AI replacement risk score of 42/100, which ReplacedByAI classifies as medium risk. Moderate risk: AI can reshape important parts of the role.

What is Solar Energy Systems Engineers's AI replacement risk?

Solar Energy Systems Engineers has an AI replacement risk score of 43/100, which ReplacedByAI classifies as medium risk. Moderate risk: AI can reshape important parts of the role.

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AI Risk Comparison

Transportation Engineers vs Solar Energy Systems Engineers

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

Safer role

Transportation Engineers

Higher risk

Solar Energy Systems Engineers

Risk gap

1 points

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

Civil Engineers44/100 Transportation Planners48/100 Civil Engineering Technologists and Technicians89/100 Traffic Technicians72/100 Highway Maintenance Workers70/100

Engineering & ArchitectureO*NET: 17-2199.11

Solar Energy Systems Engineers

Perform site-specific engineering analysis or evaluation of energy efficiency and solar projects involving residential, commercial, or industrial customers. Design solar domestic hot water and space heating systems for new and existing structures, applying knowledge of structural energy requirements, local climates, solar technology, and thermodynamics.

AI Risk Score

43/100

Medium

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

Automation factors

Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.
Create plans for solar energy system development, monitoring, and evaluation activities.
Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
Evaluating Information to Determine Compliance with Standards
Working with Computers

Top skills

Reading Comprehension4.00/5

Critical Thinking4.00/5

Writing3.88/5

Speaking3.88/5

Complex Problem Solving3.88/5

Recommended career pivots

Solar Sales Representatives and Assessors75/100 Solar Energy Installation Managers27/100 Solar Thermal Installers and Technicians65/100 Energy Engineers, Except Wind and Solar44/100 Wind Energy Engineers46/100

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