medium risk
Transportation Engineersvs
59 shared · 27 different
core competencies
medium risk
Wind Energy EngineersSide-by-Side Comparison
Transportation Engineers leads 4–1| Metric | Transportation Engineers | Wind Energy Engineers |
|---|---|---|
| Risk Score | 32.4% | 33.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 53th | 58th |
| Tasks at Risk (>50%) | 7 / 15 | 10 / 15 |
| Median Salary | $99,590 | $117,750 |
| Employment | 355K | 151K |
Skill Comparison
|
Sorted by largest difference
Transportation
Building and Construction
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Resolving Conflicts and Negotiating with Others
Making Decisions and Solving Problems
Guiding, Directing, and Motivating Subordinates
Category Flexibility
Scheduling Work and Activities
Management of Material Resources
Coaching and Developing Others
Problem Sensitivity
Communicating with Persons Outside Organization
Protective Factors
Higher values indicate stronger protection against AI displacement
Transportation Engineers
32%
total discount
Wind Energy Engineers
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Transportation Engineers
7 of 15 at risk86%Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.
84%Estimate transportation project costs.
72%Prepare project budgets, schedules, or specifications for labor or materials.
53%Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.
52%Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.
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 Transportation Engineers
Transportation 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
Unlock the Complete Head-to-Head Analysis
Subscribe to both occupations to unlock exclusive comparison data you can't get anywhere else.
Head-to-head task automation timeline
"Which is right for me?" personalized recommendation
Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
PDF export of full comparison
Transportation Engineers: Not yetWind Energy Engineers: Not yet