Takeover Tracker
33%medium risk
Wind Energy Engineers
vs

65 shared · 16 different

core competencies

34%medium risk
Electrical Engineers

Side-by-Side Comparison

MetricWind Energy EngineersElectrical Engineers
Risk Score33.3%34.3%
Risk TierMedium RiskMedium Risk
Risk Percentile58th63th
Tasks at Risk (>50%)10 / 157 / 15
Median Salary$117,750$111,910
Employment151K189K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Physics
Provide Consultation and Advice to Others
Developing and Building Teams
Identifying Objects, Actions, and Events
Public Safety and Security
Administration and Management
Law and Government
Customer and Personal Service
Thinking Creatively
English Language
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Engineers

30%

total discount

Electrical 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.

Electrical Engineers

7 of 15 at risk
86%Compile data and write reports regarding existing or potential electrical engineering studies or projects.
80%Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
74%Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.
71%Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.
53%Plan layout of electric power generating plants or distribution lines or stations.

Wage Comparison

Electrical Engineers earns -$5,840(-5%) vs Wind Energy Engineers
Wind Energy EngineersElectrical Engineers
10th
$62,840$74,670
25th
$85,750$87,590
Median
$117,750$111,910
75th
$152,670$141,630
90th
$183,510$175,460

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Engineers20282035
Electrical Engineers20282035
20242030203520402045

Wind Energy Engineers has a longer runway before significant displacement, projected 0 years later than Electrical Engineers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Wind Energy Engineers

$78,563

from $117,750

Electrical Engineers

$73,581

from $111,910

After adjusting for AI risk, Wind Energy Engineers offers $4,982 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Electrical

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Regulatory Barriers
Fine Manipulation
Social Intelligence
Wind Energy EngineersElectrical Engineers