Takeover Tracker
30%medium risk
Automotive Engineers
vs

60 shared · 27 different

core competencies

31%medium risk
Fuel Cell Engineers

Side-by-Side Comparison

MetricAutomotive EngineersFuel Cell Engineers
Risk Score29.7%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile37th42th
Tasks at Risk (>50%)8 / 156 / 15
Median Salary$102,320$102,320
Employment287K287K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Resolving Conflicts and Negotiating with Others
Chemistry
Evaluating Information to Determine Compliance with Standards
Transportation
Establishing and Maintaining Interpersonal Relationships
Processing Information
Administration and Management
Developing and Building Teams
Selling or Influencing Others
Production and Processing
Provide Consultation and Advice to Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Fuel Cell 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.

Fuel Cell Engineers

6 of 15 at risk
86%Calculate the efficiency or power output of a fuel cell system or process.
76%Authorize release of fuel cell parts, components, or subsystems for production.
55%Simulate or model fuel cell, motor, or other system information, using simulation software programs.
52%Write technical reports or proposals related to engineering projects.
51%Define specifications for fuel cell materials.

Wage Comparison

Fuel Cell Engineers earns $0(0%) vs Automotive Engineers
Automotive EngineersFuel Cell Engineers
10th
$68,740$68,740
25th
$81,800$81,800
Median
$102,320$102,320
75th
$130,290$130,290
90th
$161,240$161,240

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Fuel Cell Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Fuel Cell Engineers

$71,112

from $102,320

After adjusting for AI risk, Automotive Engineers offers $808 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Fuel

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Fine Manipulation
Automotive EngineersFuel Cell Engineers
Find transitions from Automotive EngineersFind transitions from Fuel Cell Engineers