Takeover Tracker

32%medium risk
Materials Engineers
vs

65 shared · 14 different

core competencies

31%medium risk
Fuel Cell Engineers

Side-by-Side Comparison

MetricMaterials EngineersFuel Cell Engineers
Risk Score31.7%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile49th42th
Tasks at Risk (>50%)6 / 156 / 15
Median Salary$108,310$102,320
Employment23K287K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Inspecting Equipment, Structures, or Material
Getting Information
Monitor Processes, Materials, or Surroundings
Processing Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Identifying Objects, Actions, and Events
Controlling Machines and Processes
Category Flexibility
Evaluating Information to Determine Compliance with Standards
Operations Analysis
Systems AnalysisAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Engineers

31%

total discount

Fuel Cell Engineers

30%

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.

Fuel Cell Engineers

6 of 15 at risk
86%Calculate the efficiency or power output of a fuel cell system or process.
76%Authorize release of fuel cell parts, components, or subsystems for production.
55%Simulate or model fuel cell, motor, or other system information, using simulation software programs.
52%Write technical reports or proposals related to engineering projects.
51%Define specifications for fuel cell materials.

Wage Comparison

Fuel Cell Engineers earns -$5,990(-6%) vs Materials Engineers
Materials EngineersFuel Cell Engineers
10th
$68,040$68,740
25th
$85,820$81,800
Median
$108,310$102,320
75th
$138,370$130,290
90th
$172,000$161,240

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