Takeover Tracker

30%medium risk
Automotive Engineers
vs

78 shared · 12 different

core competencies

29%medium risk
Biomedical Engineers

Side-by-Side Comparison

MetricAutomotive EngineersBiomedical Engineers
Risk Score29.7%28.8%
Risk TierMedium RiskMedium Risk
Risk Percentile37th33th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$102,320$106,950
Employment287K22K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Resolving Conflicts and Negotiating with Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Chemistry
Science
Selling or Influencing Others
Production and Processing
Coaching and Developing Others
Customer and Personal Service
Getting Information
Mechanical
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Biomedical Engineers

35%

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.

Biomedical Engineers

4 of 15 at risk
86%Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.
55%Diagnose and interpret bioelectric data, using signal processing techniques.
51%Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.
51%Research new materials to be used for products, such as implanted artificial organs.
50%Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

Wage Comparison

Biomedical Engineers earns +$4,630(+5%) vs Automotive Engineers
Automotive EngineersBiomedical Engineers
10th
$68,740$71,860
25th
$81,800$86,630
Median
$102,320$106,950
75th
$130,290$133,570
90th
$161,240$165,060

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Automotive Engineers: Not yetBiomedical Engineers: Not yet