Takeover Tracker

29%medium risk
Biomedical Engineers
vs

78 shared · 12 different

core competencies

30%medium risk
Automotive Engineers

Side-by-Side Comparison

MetricBiomedical EngineersAutomotive Engineers
Risk Score28.8%29.7%
Risk TierMedium RiskMedium Risk
Risk Percentile33th37th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$106,950$102,320
Employment22K287K

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

Biomedical Engineers

35%

total discount

Automotive Engineers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

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