medium risk
Materials Engineersvs
63 shared · 22 different
core competencies
medium risk
Wind Energy EngineersSide-by-Side Comparison
Materials Engineers leads 4–1| Metric | Materials Engineers | Wind Energy Engineers |
|---|---|---|
| Risk Score | 31.7% | 33.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 49th | 58th |
| Tasks at Risk (>50%) | 6 / 15 | 10 / 15 |
| Median Salary | $108,310 | $117,750 |
| Employment | 23K | 151K |
Skill Comparison
|
Sorted by largest difference
Chemistry
Monitor Processes, Materials, or Surroundings
Inspecting Equipment, Structures, or Material
Identifying Objects, Actions, and Events
Production and Processing
Thinking Creatively
Design
Building and Construction
Analyzing Data or Information
Category Flexibility
Getting Information
Judging the Qualities of Things, Services, or People
Protective Factors
Higher values indicate stronger protection against AI displacement
Materials Engineers
31%
total discount
Wind Energy Engineers
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Materials Engineers
6 of 15 at risk86%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.
Wind Energy Engineers
10 of 15 at risk80%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 +$9,440(+9%) vs Materials Engineers
Materials EngineersWind Energy 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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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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