Takeover Tracker
vs

56 shared · 26 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricEngineering Teachers, PostsecondaryWind Energy Engineers
Risk Score33.1%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile57th58th
Tasks at Risk (>50%)8 / 1510 / 15
Median Salary$106,120$117,750
Employment40K151K

Skill Comparison

|

Sorted by largest difference

Training and Teaching Others
Education and Training
Thinking Creatively
InstructingAI-Resistant
Oral Expression
Chemistry
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Customer and Personal Service
Written Expression
Learning Strategies
Updating and Using Relevant Knowledge
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Engineering Teachers, Postsecondary

31%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Engineering Teachers, Postsecondary

8 of 15 at risk
86%Maintain student attendance records, grades, and other required records.
72%Compile, administer, and grade examinations, or assign this work to others.
71%Evaluate and grade students' class work, laboratory work, assignments, and papers.
54%Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
51%Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.

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 +$11,630(+11%) vs Engineering Teachers, Postsecondary
Engineering Teachers, PostsecondaryWind Energy Engineers
10th
$59,790$62,840
25th
$80,060$85,750
Median
$106,120$117,750
75th
$136,400$152,670
90th
$200,650$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Engineering Teachers, Postsecondary20282035
Wind Energy Engineers20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Engineering Teachers, Postsecondary

$71,005

from $106,120

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $7,558 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Engineering

0

Unique to Wind

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Engineering Teachers, PostsecondaryWind Energy Engineers