Takeover Tracker
32%medium risk
Transportation Engineers
vs

56 shared · 35 different

core competencies

42%medium risk
Sustainability Specialists

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

|

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Engineers2028–2035
Sustainability Specialists2028–2035
20242030203520402045

Transportation Engineers has a longer runway before significant displacement, projected 0 years later than Sustainability Specialists.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Transportation Engineers

$67,363

from $99,590

Sustainability Specialists

$46,974

from $81,270

After adjusting for AI risk, Transportation Engineers offers $20,389 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Sustainability

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Decision Complexity
Social Intelligence
Regulatory Barriers
Transportation EngineersSustainability Specialists
Find transitions from Transportation EngineersFind transitions from Sustainability Specialists