Takeover Tracker
32%medium risk
Wind Energy Operations Managers
vs

66 shared · 24 different

core competencies

36%medium risk
Industrial Engineers

Side-by-Side Comparison

MetricWind Energy Operations ManagersIndustrial Engineers
Risk Score32.5%35.9%
Risk TierMedium RiskMedium Risk
Risk Percentile53th68th
Tasks at Risk (>50%)6 / 159 / 15
Median Salary$136,550$101,140
Employment631K350K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Design
Public Safety and Security
Performing General Physical Activities
Production and Processing
Personnel and Human Resources
Engineering and Technology
Repairing and Maintaining Mechanical Equipment
Inspecting Equipment, Structures, or Material
Guiding, Directing, and Motivating Subordinates
Administration and Management
Economics and Accounting

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Operations Managers

33%

total discount

Industrial Engineers

31%

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 Engineers

9 of 15 at risk
87%Complete production reports, purchase orders, and material, tool, and equipment lists.
85%Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations.
85%Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.
55%Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.
53%Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.

Wage Comparison

Industrial Engineers earns -$35,410(-26%) vs Wind Energy Operations Managers
Wind Energy Operations ManagersIndustrial Engineers
10th
$68,860$70,000
25th
$100,010$81,910
Median
$136,550$101,140
75th
$179,190$127,480
90th
$227,590$157,140

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Operations Managers2028–2035
Industrial Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Wind Energy Operations Managers

$92,240

from $136,550

Industrial Engineers

$64,841

from $101,140

After adjusting for AI risk, Wind Energy Operations Managers offers $27,399 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
Fine Manipulation
Creativity
Regulatory Barriers
Wind Energy Operations ManagersIndustrial Engineers
Find transitions from Wind Energy Operations ManagersFind transitions from Industrial Engineers
Wind Energy Operations Managers vs Industrial Engineers AI Risk — Takeover Tracker