Takeover Tracker

Side-by-Side Comparison

MetricWind Energy Operations ManagersFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators
Risk Score32.5%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile53th41th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$136,550N/A
Employment631KN/A

Skill Comparison

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Sorted by largest difference

Transportation
Mechanical
Repairing and Maintaining Mechanical Equipment
Inspecting Equipment, Structures, or Material
Analyzing Data or Information
Public Safety and Security
Performing General Physical Activities
Economics and Accounting
Time Management
Controlling Machines and Processes
MathematicsAI-Vulnerable
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Operations Managers

33%

total discount

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators

34%

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.

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators

7 of 15 at risk
86%Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.
86%Maintain or verify records of time, materials, expenditures, or crew activities.
86%Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.
57%Examine, measure, or weigh cargo or materials to determine specific handling requirements.
53%Plan work assignments and equipment allocations to meet transportation, operations or production goals.

Wage Comparison

Wind Energy Operations ManagersFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators
10th
$68,860N/A
25th
$100,010N/A
Median
$136,550N/A
75th
$179,190N/A
90th
$227,590N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Operations Managers20282035
First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators20282035
20242030203520402045

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators has a longer runway before significant displacement, projected 0 years later than Wind Energy Operations Managers.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to First-Line

Combined Protection Strategy

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

Creativity
Social Intelligence
Regulatory Barriers
Decision Complexity
Wind Energy Operations ManagersFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators