Takeover Tracker

31%medium risk
Nuclear Engineers
vs

56 shared · 27 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricNuclear EngineersWind Energy Engineers
Risk Score31.3%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile46th58th
Tasks at Risk (>50%)4 / 1510 / 15
Median Salary$127,520$117,750
Employment15K151K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Chemistry
Problem Sensitivity
Evaluating Information to Determine Compliance with Standards
Customer and Personal Service
Identifying Objects, Actions, and Events
Monitor Processes, Materials, or Surroundings
Operation Monitoring
Written Expression
Judging the Qualities of Things, Services, or People
Operations Analysis
Category Flexibility

Protective Factors

Higher values indicate stronger protection against AI displacement

Nuclear Engineers

31%

total discount

Wind Energy Engineers

30%

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.

Wind Energy Engineers

10 of 15 at risk
80%Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
76%Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
57%Estimate energy production by analyzing wind data.
55%Analyze meteorological data.
55%Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

Wage Comparison

Wind Energy Engineers earns -$9,770(-8%) vs Nuclear Engineers
Nuclear EngineersWind Energy Engineers
10th
$88,290$62,840
25th
$103,010$85,750
Median
$127,520$117,750
75th
$157,600$152,670
90th
$187,430$183,510

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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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