Takeover Tracker
28%medium risk
Fire-Prevention and Protection Engineers
vs

77 shared · 15 different

core competencies

32%medium risk
Transportation Engineers

Side-by-Side Comparison

MetricFire-Prevention and Protection EngineersTransportation Engineers
Risk Score28.2%32.4%
Risk TierMedium RiskMedium Risk
Risk Percentile31th53th
Tasks at Risk (>50%)1 / 147 / 15
Median Salary$109,660$99,590
Employment23K355K

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

Fire-Prevention and Protection Engineers

30%

total discount

Transportation Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 -$10,070(-9%) vs Fire-Prevention and Protection Engineers
Fire-Prevention and Protection EngineersTransportation Engineers
10th
$62,050$65,920
25th
$85,400$78,790
Median
$109,660$99,590
75th
$136,150$128,290
90th
$166,670$160,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fire-Prevention and Protection Engineers2028–2035
Transportation 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%)

Fire-Prevention and Protection Engineers

$78,703

from $109,660

Transportation Engineers

$67,363

from $99,590

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 Fire-Prevention

0

Unique to Transportation

Combined Protection Strategy

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

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