Takeover Tracker
30%medium risk
Energy Engineers
vs

74 shared · 17 different

core competencies

32%medium risk
Transportation Engineers

Side-by-Side Comparison

MetricEnergy EngineersTransportation Engineers
Risk Score29.6%32.4%
Risk TierMedium RiskMedium Risk
Risk Percentile36th53th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$117,750$99,590
Employment151K355K

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

Energy Engineers

31%

total discount

Transportation Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Energy Engineers

7 of 15 at risk
88%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.

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.

Wage Comparison

Transportation Engineers earns -$18,160(-15%) vs Energy Engineers
Energy EngineersTransportation Engineers
10th
$62,840$65,920
25th
$85,750$78,790
Median
$117,750$99,590
75th
$152,670$128,290
90th
$183,510$160,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Energy Engineers2028–2035
Transportation Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Energy Engineers

$82,931

from $117,750

Transportation Engineers

$67,363

from $99,590

After adjusting for AI risk, Energy Engineers offers $15,569 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Energy

0

Unique to Transportation

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Regulatory Barriers
Energy EngineersTransportation Engineers
Find transitions from Energy EngineersFind transitions from Transportation Engineers