Takeover Tracker
vs

44 shared · 52 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricArchitects, Except Landscape and NavalWind Energy Engineers
Risk Score31.3%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile47th58th
Tasks at Risk (>50%)6 / 1510 / 15
Median Salary$96,690$117,750
Employment111K151K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
Building and Construction
Resolving Conflicts and Negotiating with Others
Engineering and Technology
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Physics
Scheduling Work and Activities
MathematicsAI-Vulnerable
Sales and Marketing
Far Vision
Visualization
Organizing, Planning, and Prioritizing Work

Protective Factors

Higher values indicate stronger protection against AI displacement

Architects, Except Landscape and Naval

35%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Architects, Except Landscape and Naval

6 of 15 at risk
73%Prepare contract documents for building contractors.
72%Prepare information regarding design, structure specifications, materials, color, equipment, estimated costs, or construction time.
69%Administer construction contracts.
55%Plan layouts of structural architectural projects.
55%Prepare scale drawings or architectural designs, using computer-aided design or other tools.

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 +$21,060(+22%) vs Architects, Except Landscape and Naval
Architects, Except Landscape and NavalWind Energy Engineers
10th
$60,510$62,840
25th
$76,110$85,750
Median
$96,690$117,750
75th
$123,300$152,670
90th
$159,800$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Architects, Except Landscape and Naval20282035
Wind Energy Engineers20282035
20242030203520402045

Architects, Except Landscape and Naval 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%)

Architects, Except Landscape and Naval

$66,445

from $96,690

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $12,117 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Architects,

0

Unique to Wind

Combined Protection Strategy

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

Creativity
Social Intelligence
Regulatory Barriers
Fine Manipulation
Architects, Except Landscape and NavalWind Energy Engineers