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

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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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