Civil Engineers vs Wind Energy Engineers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Civil Engineers

58 shared · 33 different

core competencies

medium risk

Wind Energy Engineers

Side-by-Side Comparison

Civil Engineers leads 4–1

Metric	Civil Engineers	Wind Energy Engineers
Risk Score	27.9%	33.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	29th	58th
Tasks at Risk (>50%)	5 / 15	10 / 15
Median Salary	$99,590	$117,750
Employment	355K	151K

Skill Comparison

Sorted by largest difference

Building and Construction

Resolving Conflicts and Negotiating with Others

Inspecting Equipment, Structures, or Material

Staffing Organizational Units

Thinking Creatively

Computers and Electronics

Problem Sensitivity

Category Flexibility

Operations Analysis

Coaching and Developing Others

Monitoring and Controlling Resources

Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Civil Engineers

32%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Civil Engineers

5 of 15 at risk

86%Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.

53%Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.

51%Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.

51%Plan and design transportation or hydraulic systems or structures using computer assisted design or drawing tools.

50%Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

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 +$18,160(+18%) vs Civil Engineers

Civil EngineersWind Energy Engineers

10th

$65,920$62,840

25th

$78,790$85,750

Median

$99,590$117,750

75th

$128,290$152,670

90th

$160,990$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Civil Engineers2028–2035

Wind Energy Engineers2028–2035

20242030203520402045

Civil 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%)

Civil Engineers

$71,834

from $99,590

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $6,729 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Civil

Unique to Wind

Combined Protection Strategy

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

Creativity

Social Intelligence

Fine Manipulation

Decision Complexity

Civil EngineersWind Energy Engineers

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