Takeover Tracker

vs

56 shared · 35 different

core competencies

Side-by-Side Comparison

MetricTransportation EngineersSustainability Specialists
Risk Score32.4%42.2%
Risk TierMedium RiskMedium Risk
Risk Percentile53th86th
Tasks at Risk (>50%)7 / 1510 / 14
Median Salary$99,590$81,270
Employment355K1.1M

Skill Comparison

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Sorted by largest difference

Engineering and Technology
Design
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Transportation
MathematicsAI-Vulnerable
MathematicsAI-Vulnerable
Physics
Visualization
Mathematical Reasoning
Computers and Electronics
Operations Analysis
Building and Construction

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Engineers

32%

total discount

Sustainability Specialists

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Transportation Engineers

7 of 15 at risk
86%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.

Sustainability Specialists

10 of 14 at risk
85%Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.
83%Collect information about waste stream management or green building practices to inform decision makers.
83%Develop reports or presentations to communicate the effectiveness of sustainability initiatives.
74%Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.
71%Create or maintain plans or other documents related to sustainability projects.

Wage Comparison

Sustainability Specialists earns -$18,320(-18%) vs Transportation Engineers
Transportation EngineersSustainability Specialists
10th
$65,920$46,230
25th
$78,790$60,820
Median
$99,590$81,270
75th
$128,290$110,030
90th
$160,990$147,830

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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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