Takeover Tracker

33%medium risk
Wind Energy Engineers
vs

59 shared · 25 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricWind Energy EngineersEnergy Engineers
Risk Score33.3%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile58th36th
Tasks at Risk (>50%)10 / 157 / 15
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Design
Thinking Creatively
Physics
Inspecting Equipment, Structures, or Material
Analyzing Data or Information
Monitor Processes, Materials, or Surroundings
Engineering and Technology
Coaching and Developing Others
Selling or Influencing Others
MathematicsAI-Vulnerable
Speech Recognition

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Engineers

30%

total discount

Energy Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 $0(0%) vs Wind Energy Engineers
Wind Energy EngineersEnergy Engineers
10th
$62,840$62,840
25th
$85,750$85,750
Median
$117,750$117,750
75th
$152,670$152,670
90th
$183,510$183,510

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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