medium risk
Civil Engineersvs
58 shared · 33 different
core competencies
medium risk
Wind Energy EngineersSide-by-Side Comparison
Civil Engineers leads 4–1| Metric | Civil Engineers | Wind Energy Engineers |
|---|---|---|
| Risk Score | 27.9% | 33.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 29th | 58th |
| Tasks at Risk (>50%) | 5 / 15 | 10 / 15 |
| Median Salary | $99,590 | $117,750 |
| Employment | 355K | 151K |
Skill Comparison
|
Sorted by largest difference
Building and Construction
Resolving Conflicts and Negotiating with Others
Inspecting Equipment, Structures, or Material
Staffing Organizational Units
Thinking Creatively
Computers and Electronics
Problem Sensitivity
Category Flexibility
Operations Analysis
Coaching and Developing Others
Monitoring and Controlling Resources
Guiding, Directing, and Motivating Subordinates
Protective Factors
Higher values indicate stronger protection against AI displacement
Civil Engineers
32%
total discount
Wind Energy 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.
Wind Energy Engineers
10 of 15 at risk80%Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
76%Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
57%Estimate energy production by analyzing wind data.
55%Analyze meteorological data.
55%Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.
Wage Comparison
Wind Energy Engineers earns +$18,160(+18%) vs Civil Engineers
Civil EngineersWind Energy 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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