Takeover Tracker
32%medium risk
Transportation Engineers
vs

77 shared · 15 different

core competencies

28%medium risk
Fire-Prevention and Protection Engineers

Side-by-Side Comparison

MetricTransportation EngineersFire-Prevention and Protection Engineers
Risk Score32.4%28.2%
Risk TierMedium RiskMedium Risk
Risk Percentile53th31th
Tasks at Risk (>50%)7 / 151 / 14
Median Salary$99,590$109,660
Employment355K23K

Skill Comparison

|

Sorted by largest difference

Mathematical Reasoning
Chemistry
MathematicsAI-Vulnerable
Number Facility
Inspecting Equipment, Structures, or Material
Science
Design
Performing for or Working Directly with the Public
MathematicsAI-Vulnerable
Guiding, Directing, and Motivating Subordinates
Oral Comprehension
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Engineers

32%

total discount

Fire-Prevention and Protection 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.

Fire-Prevention and Protection Engineers

1 of 14 at risk
86%Prepare and write reports detailing specific fire prevention and protection issues, such as work performed, revised codes or standards, and proposed review schedules.
47%Conduct research on fire retardants and the fire safety of materials and devices.
47%Evaluate fire department performance and the laws and regulations affecting fire prevention or fire safety.
45%Develop plans for the prevention of destruction by fire, wind, and water.
43%Inspect buildings or building designs to determine fire protection system requirements and potential problems in areas such as water supplies, exit locations, and construction materials.

Wage Comparison

Fire-Prevention and Protection Engineers earns +$10,070(+10%) vs Transportation Engineers
Transportation EngineersFire-Prevention and Protection Engineers
10th
$65,920$62,050
25th
$78,790$85,400
Median
$99,590$109,660
75th
$128,290$136,150
90th
$160,990$166,670

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Engineers2028–2035
Fire-Prevention and Protection Engineers2028–2035
20242030203520402045

Fire-Prevention and Protection 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%)

Transportation Engineers

$67,363

from $99,590

Fire-Prevention and Protection Engineers

$78,703

from $109,660

After adjusting for AI risk, Fire-Prevention and Protection Engineers offers $11,340 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Fire-Prevention

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Transportation EngineersFire-Prevention and Protection Engineers
Find transitions from Transportation EngineersFind transitions from Fire-Prevention and Protection Engineers