Takeover Tracker
32%medium risk
Transportation Engineers
vs

51 shared · 35 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricTransportation EngineersSolar Energy Systems Engineers
Risk Score32.4%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile53th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$99,590$117,750
Employment355K151K

Skill Comparison

|

Sorted by largest difference

Design
Processing Information
Making Decisions and Solving Problems
Building and Construction
MathematicsAI-Vulnerable
Operations Analysis
Engineering and Technology
Guiding, Directing, and Motivating Subordinates
English Language
Visualization
Establishing and Maintaining Interpersonal Relationships
Communicating with Persons Outside Organization

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Engineers

32%

total discount

Solar Energy Systems Engineers

30%

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.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Transportation Engineers

$67,363

from $99,590

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $10,423 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Regulatory Barriers
Transportation EngineersSolar Energy Systems Engineers
Find transitions from Transportation EngineersFind transitions from Solar Energy Systems Engineers