Takeover Tracker
32%medium risk
Materials Engineers
vs

68 shared · 15 different

core competencies

31%medium risk
Nuclear Engineers

Side-by-Side Comparison

MetricMaterials EngineersNuclear Engineers
Risk Score31.7%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile49th46th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$108,310$127,520
Employment23K15K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Thinking Creatively
Evaluating Information to Determine Compliance with Standards
Updating and Using Relevant Knowledge
Chemistry
Operation Monitoring
Public Safety and Security
Developing Objectives and Strategies
Problem Sensitivity
Operations Analysis
Systems Evaluation
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Engineers

31%

total discount

Nuclear Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Materials Engineers

6 of 15 at risk
86%Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
84%Monitor material performance and evaluate material deterioration.
76%Conduct or supervise tests on raw materials or finished products to ensure their quality.
53%Review new product plans and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
51%Evaluate technical specifications and economic factors relating to process or product design objectives.

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 +$19,210(+18%) vs Materials Engineers
Materials EngineersNuclear Engineers
10th
$68,040$88,290
25th
$85,820$103,010
Median
$108,310$127,520
75th
$138,370$157,600
90th
$172,000$187,430

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Materials Engineers2028–2035
Nuclear Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Materials Engineers

$73,987

from $108,310

Nuclear Engineers

$87,670

from $127,520

After adjusting for AI risk, Nuclear Engineers offers $13,683 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Materials

0

Unique to Nuclear

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Regulatory Barriers
Materials EngineersNuclear Engineers
Find transitions from Materials EngineersFind transitions from Nuclear Engineers