Takeover Tracker
vs

50 shared · 38 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricWater/Wastewater EngineersWind Energy Engineers
Risk Score30.0%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile39th58th
Tasks at Risk (>50%)4 / 1510 / 15
Median Salary$104,170$117,750
Employment38K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Scheduling Work and Activities
Resolving Conflicts and Negotiating with Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Developing Objectives and Strategies
Building and Construction
Organizing, Planning, and Prioritizing Work
Making Decisions and Solving Problems
Judging the Qualities of Things, Services, or People
Communicating with Persons Outside Organization
Staffing Organizational Units
Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Water/Wastewater Engineers

32%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Water/Wastewater Engineers

4 of 15 at risk
85%Gather and analyze water use data to forecast water demand.
54%Analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.
52%Design domestic or industrial water or wastewater treatment plants, including advanced facilities with sequencing batch reactors (SBR), membranes, lift stations, headworks, surge overflow basins, ultraviolet disinfection systems, aerobic digesters, sludge lagoons, or control buildings.
51%Perform hydraulic analyses of water supply systems or water distribution networks to model flow characteristics, test for pressure losses, or to identify opportunities to mitigate risks and improve operational efficiency.
49%Analyze storm water or floodplain drainage systems to control erosion, stabilize river banks, repair channel streams, or design bridges.

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 +$13,580(+13%) vs Water/Wastewater Engineers
Water/Wastewater EngineersWind Energy Engineers
10th
$64,950$62,840
25th
$80,510$85,750
Median
$104,170$117,750
75th
$130,830$152,670
90th
$161,910$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Water/Wastewater Engineers20282035
Wind Energy Engineers20282035
20242030203520402045

Water/Wastewater 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%)

Water/Wastewater Engineers

$72,950

from $104,170

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $5,613 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Water/Wastewater

0

Unique to Wind

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Water/Wastewater EngineersWind Energy Engineers