Takeover Tracker

30%medium risk
Mechanical Engineers
vs

64 shared · 20 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricMechanical EngineersWind Energy Engineers
Risk Score30.3%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile41th58th
Tasks at Risk (>50%)5 / 1510 / 15
Median Salary$102,320$117,750
Employment287K151K

Skill Comparison

|

Sorted by largest difference

Mechanical
Interpreting the Meaning of Information for Others
Building and Construction
Evaluating Information to Determine Compliance with Standards
Chemistry
Technology DesignAI-Augmented
Information OrderingAI-Vulnerable
Science
Operations Analysis
Provide Consultation and Advice to Others
Monitor Processes, Materials, or Surroundings
Quality Control Analysis

Protective Factors

Higher values indicate stronger protection against AI displacement

Mechanical Engineers

31%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mechanical Engineers

5 of 15 at risk
55%Recommend design modifications to eliminate machine or system malfunctions.
53%Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
51%Recommend the use of utility or energy services that minimize carbon footprints.
51%Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
51%Evaluate mechanical designs or prototypes for energy performance or environmental impact.

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.

Wage Comparison

Wind Energy Engineers earns +$15,430(+15%) vs Mechanical Engineers
Mechanical EngineersWind Energy Engineers
10th
$68,740$62,840
25th
$81,800$85,750
Median
$102,320$117,750
75th
$130,290$152,670
90th
$161,240$183,510

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Head-to-head task automation timeline
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Combined protective factor strategy
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