Takeover Tracker
30%medium risk
Automotive Engineers
vs

62 shared · 29 different

core competencies

31%medium risk
Nuclear Engineers

Side-by-Side Comparison

MetricAutomotive EngineersNuclear Engineers
Risk Score29.7%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile37th46th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$102,320$127,520
Employment287K15K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Customer and Personal Service
Guiding, Directing, and Motivating Subordinates
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Production and Processing
Selling or Influencing Others
Resolving Conflicts and Negotiating with Others
Developing and Building Teams
Thinking Creatively
Public Safety and Security
Coaching and Developing Others
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Nuclear Engineers

31%

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.

Nuclear Engineers

4 of 15 at risk
86%Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.
75%Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.
74%Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.
51%Design or direct nuclear research projects to test or modify theoretical models, develop new theoretical models, or discover new uses for current models.
49%Examine accidents to obtain data that can be used to design preventive measures.

Wage Comparison

Nuclear Engineers earns +$25,200(+25%) vs Automotive Engineers
Automotive EngineersNuclear Engineers
10th
$68,740$88,290
25th
$81,800$103,010
Median
$102,320$127,520
75th
$130,290$157,600
90th
$161,240$187,430

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Nuclear Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Nuclear Engineers

$87,670

from $127,520

After adjusting for AI risk, Nuclear Engineers offers $15,749 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Nuclear

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Regulatory Barriers
Automotive EngineersNuclear Engineers
Find transitions from Automotive EngineersFind transitions from Nuclear Engineers