medium risk
Civil Engineersvs
46 shared · 43 different
core competencies
medium risk
Solar Energy Systems EngineersSide-by-Side Comparison
Civil Engineers leads 3–1| Metric | Civil Engineers | Solar Energy Systems Engineers |
|---|---|---|
| Risk Score | 27.9% | 33.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 29th | 62th |
| Tasks at Risk (>50%) | 5 / 15 | 5 / 13 |
| Median Salary | $99,590 | $117,750 |
| Employment | 355K | 151K |
Skill Comparison
|
Sorted by largest difference
Operations Analysis
Building and Construction
English Language
Staffing Organizational Units
Inspecting Equipment, Structures, or Material
Resolving Conflicts and Negotiating with Others
Administration and Management
Engineering and Technology
Coordinating the Work and Activities of Others
Making Decisions and Solving Problems
MathematicsAI-Vulnerable
Systems AnalysisAI-Augmented
Protective Factors
Higher values indicate stronger protection against AI displacement
Civil Engineers
32%
total discount
Solar Energy Systems Engineers
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Civil Engineers
5 of 15 at risk86%Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
53%Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
51%Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
51%Plan and design transportation or hydraulic systems or structures using computer assisted design or drawing tools.
50%Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.
Solar Energy Systems Engineers
5 of 13 at risk86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.
Wage Comparison
Solar Energy Systems Engineers earns +$18,160(+18%) vs Civil Engineers
Civil EngineersSolar Energy Systems Engineers
10th
$65,920$62,840
25th
$78,790$85,750
Median
$99,590$117,750
75th
$128,290$152,670
90th
$160,990$183,510
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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