medium risk
Transportation Engineersvs
74 shared · 17 different
core competencies
medium risk
Energy EngineersSide-by-Side Comparison
Energy Engineers leads 4–0| Metric | Transportation Engineers | Energy Engineers |
|---|---|---|
| Risk Score | 32.4% | 29.6% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 53th | 36th |
| Tasks at Risk (>50%) | 7 / 15 | 7 / 15 |
| Median Salary | $99,590 | $117,750 |
| Employment | 355K | 151K |
Skill Comparison
|
Sorted by largest difference
Design
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Science
Thinking Creatively
Management of Financial Resources
Building and Construction
Performing for or Working Directly with the Public
Economics and Accounting
MathematicsAI-Vulnerable
Inspecting Equipment, Structures, or Material
Management of Material Resources
Visualization
Protective Factors
Higher values indicate stronger protection against AI displacement
Transportation Engineers
32%
total discount
Energy Engineers
31%
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.
Energy Engineers
7 of 15 at risk88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.
Wage Comparison
Energy Engineers earns +$18,160(+18%) vs Transportation Engineers
Transportation EngineersEnergy 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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Transportation Engineers: Not yetEnergy Engineers: Not yet