medium risk
Transportation Engineersvs
61 shared · 22 different
core competencies
medium risk
Logistics AnalystsSide-by-Side Comparison
Transportation Engineers leads 5–0| Metric | Transportation Engineers | Logistics Analysts |
|---|---|---|
| Risk Score | 32.4% | 40.5% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 53th | 82th |
| Tasks at Risk (>50%) | 7 / 15 | 11 / 15 |
| Median Salary | $99,590 | $80,880 |
| Employment | 355K | 236K |
Skill Comparison
|
Sorted by largest difference
Design
Engineering and Technology
MathematicsAI-Vulnerable
Visualization
Operations Analysis
Transportation
Evaluating Information to Determine Compliance with Standards
Management of Financial Resources
Scheduling Work and Activities
Deductive Reasoning
Guiding, Directing, and Motivating Subordinates
Making Decisions and Solving Problems
Protective Factors
Higher values indicate stronger protection against AI displacement
Transportation Engineers
32%
total discount
Logistics Analysts
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.
Logistics Analysts
11 of 15 at risk85%Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
74%Prepare reports on logistics performance measures.
71%Develop or maintain payment systems to ensure accuracy of vendor payments.
69%Maintain databases of logistics information.
69%Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.
Wage Comparison
Logistics Analysts earns -$18,710(-19%) vs Transportation Engineers
Transportation EngineersLogistics Analysts
10th
$65,920$49,260
25th
$78,790$62,920
Median
$99,590$80,880
75th
$128,290$104,330
90th
$160,990$132,110
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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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