Takeover Tracker
30%medium risk
Automotive Engineers
vs

70 shared · 20 different

core competencies

28%medium risk
Fire-Prevention and Protection Engineers

Side-by-Side Comparison

MetricAutomotive EngineersFire-Prevention and Protection Engineers
Risk Score29.7%28.2%
Risk TierMedium RiskMedium Risk
Risk Percentile37th31th
Tasks at Risk (>50%)8 / 151 / 14
Median Salary$102,320$109,660
Employment287K23K

Skill Comparison

|

Sorted by largest difference

Mathematical Reasoning
MathematicsAI-Vulnerable
Public Safety and Security
Interacting With Computers
MathematicsAI-Vulnerable
Number Facility
Analyzing Data or Information
Processing Information
Physics
Mechanical
Developing and Building Teams
Estimating the Quantifiable Characteristics of Products, Events, or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Fire-Prevention and Protection Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineers

8 of 15 at risk
73%Write, review, or maintain engineering documentation.
53%Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
52%Develop calibration methodologies, test methodologies, or tools.
51%Develop engineering specifications or cost estimates for automotive design concepts.
51%Perform failure, variation, or root cause analyses.

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 +$7,340(+7%) vs Automotive Engineers
Automotive EngineersFire-Prevention and Protection Engineers
10th
$68,740$62,050
25th
$81,800$85,400
Median
$102,320$109,660
75th
$130,290$136,150
90th
$161,240$166,670

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive 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 Automotive Engineers.

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Fire-Prevention and Protection Engineers

$78,703

from $109,660

After adjusting for AI risk, Fire-Prevention and Protection Engineers offers $6,782 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Fire-Prevention

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Automotive EngineersFire-Prevention and Protection Engineers
Find transitions from Automotive EngineersFind transitions from Fire-Prevention and Protection Engineers