Takeover Tracker
31%medium risk
Nuclear Engineers
vs

67 shared · 16 different

core competencies

30%medium risk
Aerospace Engineers

Side-by-Side Comparison

MetricNuclear EngineersAerospace Engineers
Risk Score31.3%30.3%
Risk TierMedium RiskMedium Risk
Risk Percentile46th40th
Tasks at Risk (>50%)4 / 153 / 15
Median Salary$127,520$134,830
Employment15K68K

Skill Comparison

|

Sorted by largest difference

Chemistry
Thinking Creatively
Inspecting Equipment, Structures, or Material
Evaluating Information to Determine Compliance with Standards
Updating and Using Relevant Knowledge
Public Safety and Security
Interacting With Computers
Physics
Operation Monitoring
Estimating the Quantifiable Characteristics of Products, Events, or Information
Processing Information
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Nuclear Engineers

31%

total discount

Aerospace Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Aerospace Engineers

3 of 15 at risk
86%Maintain records of performance reports for future reference.
71%Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.
51%Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.
49%Develop software for aerospace systems.
49%Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Wage Comparison

Aerospace Engineers earns +$7,310(+6%) vs Nuclear Engineers
Nuclear EngineersAerospace Engineers
10th
$88,290$85,350
25th
$103,010$104,740
Median
$127,520$134,830
75th
$157,600$174,480
90th
$187,430$205,850

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Nuclear Engineers2028–2035
Aerospace Engineers2028–2035
20242030203520402045

Aerospace 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%)

Nuclear Engineers

$87,670

from $127,520

Aerospace Engineers

$93,963

from $134,830

After adjusting for AI risk, Aerospace Engineers offers $6,293 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Nuclear

0

Unique to Aerospace

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Decision Complexity
Nuclear EngineersAerospace Engineers
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