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

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
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