medium risk
Civil Engineersvs
63 shared · 28 different
core competencies
medium risk
Transportation PlannersSide-by-Side Comparison
Civil Engineers leads 4–1| Metric | Civil Engineers | Transportation Planners |
|---|---|---|
| Risk Score | 27.9% | 32.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 29th | 56th |
| Tasks at Risk (>50%) | 5 / 15 | 9 / 15 |
| Median Salary | $99,590 | $100,340 |
| Employment | 355K | 37K |
Skill Comparison
|
Sorted by largest difference
Building and Construction
Transportation
Physics
Science
Geography
Performing for or Working Directly with the Public
Engineering and Technology
Operations Analysis
Mathematical Reasoning
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Protective Factors
Higher values indicate stronger protection against AI displacement
Civil Engineers
32%
total discount
Transportation Planners
31%
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.
Transportation Planners
9 of 15 at risk72%Prepare necessary documents to obtain planned project approvals or permits.
64%Analyze information from traffic counting programs.
54%Design transportation surveys to identify areas of public concern.
53%Interpret data from traffic modeling software, geographic information systems, or associated databases.
53%Define regional or local transportation planning problems or priorities.
Wage Comparison
Transportation Planners earns +$750(+1%) vs Civil Engineers
Civil EngineersTransportation Planners
10th
$65,920$62,570
25th
$78,790$79,210
Median
$99,590$100,340
75th
$128,290$127,880
90th
$160,990$160,810
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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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Civil Engineers: Not yetTransportation Planners: Not yet