Takeover Tracker
32%medium risk
Wind Energy Operations Managers
vs

62 shared · 26 different

core competencies

42%medium risk
Industrial Engineering Technologists

Side-by-Side Comparison

MetricWind Energy Operations ManagersIndustrial Engineering Technologists
Risk Score32.5%41.7%
Risk TierMedium RiskMedium Risk
Risk Percentile53th85th
Tasks at Risk (>50%)6 / 1510 / 15
Median Salary$136,550$77,390
Employment631K64K

Skill Comparison

|

Sorted by largest difference

Performing General Physical Activities
Public Safety and Security
Staffing Organizational Units
Personnel and Human Resources
Customer and Personal Service
Monitoring and Controlling Resources
Inspecting Equipment, Structures, or Material
Production and Processing
Scheduling Work and Activities
Design
Developing Objectives and Strategies
Engineering and Technology

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Operations Managers

33%

total discount

Industrial Engineering Technologists

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Wind Energy Operations Managers

6 of 15 at risk
87%Maintain operations records, such as work orders, site inspection forms, or other documentation.
86%Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.
86%Monitor and maintain records of daily facility operations.
85%Order parts, tools, or equipment needed to maintain, restore, or improve wind field operations.
53%Estimate costs associated with operations, including repairs or preventive maintenance.

Industrial Engineering Technologists

10 of 15 at risk
84%Compile operational data to develop cost or time estimates, schedules, or specifications.
84%Collect and analyze data related to quality or industrial health and safety programs.
78%Oversee or inspect production processes.
68%Analyze, estimate, or report production costs.
64%Interpret engineering drawings, sketches, or diagrams.

Wage Comparison

Industrial Engineering Technologists earns -$59,160(-43%) vs Wind Energy Operations Managers
Wind Energy Operations ManagersIndustrial Engineering Technologists
10th
$68,860$47,010
25th
$100,010$59,700
Median
$136,550$77,390
75th
$179,190$97,760
90th
$227,590$114,630

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Operations Managers2028–2035
Industrial Engineering Technologists2028–2035
20242030203520402045

Wind Energy Operations Managers has a longer runway before significant displacement, projected 0 years later than Industrial Engineering Technologists.

Risk-Adjusted Salary

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

Wind Energy Operations Managers

$92,240

from $136,550

Industrial Engineering Technologists

$45,126

from $77,390

After adjusting for AI risk, Wind Energy Operations Managers offers $47,113 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Industrial

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Decision Complexity
Fine Manipulation
Wind Energy Operations ManagersIndustrial Engineering Technologists
Find transitions from Wind Energy Operations ManagersFind transitions from Industrial Engineering Technologists