Takeover Tracker

32%medium risk
Materials Engineers
vs

67 shared · 19 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricMaterials EngineersEnergy Engineers
Risk Score31.7%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile49th36th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$108,310$117,750
Employment23K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Building and Construction
Physics
Customer and Personal Service
Economics and Accounting
Identifying Objects, Actions, and Events
Monitor Processes, Materials, or Surroundings
Computers and Electronics
Selling or Influencing Others
Inspecting Equipment, Structures, or Material
Coaching and Developing Others
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Engineers

31%

total discount

Energy 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.

Energy Engineers

7 of 15 at risk
88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

Wage Comparison

Energy Engineers earns +$9,440(+9%) vs Materials Engineers
Materials EngineersEnergy Engineers
10th
$68,040$62,840
25th
$85,820$85,750
Median
$108,310$117,750
75th
$138,370$152,670
90th
$172,000$183,510

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