Takeover Tracker
29%medium risk
Biomedical Engineers
vs

53 shared · 35 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricBiomedical EngineersWind Energy Engineers
Risk Score28.8%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile33th58th
Tasks at Risk (>50%)4 / 1510 / 15
Median Salary$106,950$117,750
Employment22K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Thinking Creatively
Identifying Objects, Actions, and Events
Monitor Processes, Materials, or Surroundings
Analyzing Data or Information
Getting Information
Making Decisions and Solving Problems
Updating and Using Relevant Knowledge
Originality
Technology DesignAI-Augmented
Processing Information
ProgrammingAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Biomedical Engineers

35%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biomedical Engineers

4 of 15 at risk
86%Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.
55%Diagnose and interpret bioelectric data, using signal processing techniques.
51%Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.
51%Research new materials to be used for products, such as implanted artificial organs.
50%Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

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 +$10,800(+10%) vs Biomedical Engineers
Biomedical EngineersWind Energy Engineers
10th
$71,860$62,840
25th
$86,630$85,750
Median
$106,950$117,750
75th
$133,570$152,670
90th
$165,060$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biomedical Engineers2028–2035
Wind Energy Engineers2028–2035
20242030203520402045

Biomedical Engineers 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%)

Biomedical Engineers

$76,180

from $106,950

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $2,382 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biomedical

0

Unique to Wind

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Decision Complexity
Social Intelligence
Biomedical EngineersWind Energy Engineers
Find transitions from Biomedical EngineersFind transitions from Wind Energy Engineers