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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Nuclear Engineers2028–2035
Wind Energy Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Nuclear Engineers

$87,670

from $127,520

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Nuclear Engineers offers $9,107 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Nuclear

0

Unique to Wind

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Nuclear EngineersWind Energy Engineers
Find transitions from Nuclear EngineersFind transitions from Wind Energy Engineers