Takeover Tracker
30%medium risk
Automotive Engineers
vs

58 shared · 31 different

core competencies

35%medium risk
Product Safety Engineers

Side-by-Side Comparison

MetricAutomotive EngineersProduct Safety Engineers
Risk Score29.7%35.0%
Risk TierMedium RiskMedium Risk
Risk Percentile37th66th
Tasks at Risk (>50%)8 / 154 / 9
Median Salary$102,320$109,660
Employment287K23K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
MathematicsAI-Vulnerable
Physics
Design
MathematicsAI-Vulnerable
Public Safety and Security
Mathematical Reasoning
Law and Government
Developing and Building Teams
Interacting With Computers
Number Facility
Engineering and Technology

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Product Safety Engineers

32%

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.

Product Safety Engineers

4 of 9 at risk
85%Participate in preparation of product usage and precautionary label instructions.
84%Report accident investigation findings.
51%Conduct research to evaluate safety levels for products.
51%Evaluate potential health hazards or damage that could occur from product misuse.
49%Recommend procedures for detection, prevention, and elimination of physical, chemical, or other product hazards.

Wage Comparison

Product Safety Engineers earns +$7,340(+7%) vs Automotive Engineers
Automotive EngineersProduct Safety 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
Product Safety Engineers2028–2035
20242030203520402045

Automotive Engineers has a longer runway before significant displacement, projected 0 years later than Product Safety Engineers.

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Product Safety Engineers

$71,246

from $109,660

After adjusting for AI risk, Automotive Engineers offers $675 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Product

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Decision Complexity
Automotive EngineersProduct Safety Engineers
Find transitions from Automotive EngineersFind transitions from Product Safety Engineers