Takeover Tracker
33%medium risk
Wind Energy Engineers
vs

64 shared · 14 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricWind Energy EngineersSolar Energy Systems Engineers
Risk Score33.3%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile58th62th
Tasks at Risk (>50%)10 / 155 / 13
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Engineering and Technology
Physics
MathematicsAI-Vulnerable
Computers and Electronics
English Language
Operations Analysis
Interpreting the Meaning of Information for Others
Processing Information
Design
Provide Consultation and Advice to Others
Documenting/Recording Information
Administration and Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Engineers

30%

total discount

Solar Energy Systems Engineers

30%

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.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

Solar Energy Systems Engineers earns $0(0%) vs Wind Energy Engineers
Wind Energy EngineersSolar Energy Systems 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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Wind Energy Engineers

$78,563

from $117,750

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $777 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Wind Energy EngineersSolar Energy Systems Engineers
Find transitions from Wind Energy EngineersFind transitions from Solar Energy Systems Engineers