Takeover Tracker
32%medium risk
Wind Energy Operations Managers
vs

81 shared · 12 different

core competencies

34%medium risk
Storage and Distribution Managers

Side-by-Side Comparison

MetricWind Energy Operations ManagersStorage and Distribution Managers
Risk Score32.5%34.0%
Risk TierMedium RiskMedium Risk
Risk Percentile53th62th
Tasks at Risk (>50%)6 / 158 / 15
Median Salary$136,550$102,010
Employment631K213K

Skill Comparison

|

Sorted by largest difference

Transportation
Mechanical
Selling or Influencing Others
Repairing and Maintaining Electronic Equipment
Repairing and Maintaining Mechanical Equipment
Sales and Marketing
Controlling Machines and Processes
Customer and Personal Service
Performing General Physical Activities
Engineering and Technology
Monitor Processes, Materials, or Surroundings
Personnel and Human Resources

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Operations Managers

33%

total discount

Storage and Distribution Managers

33%

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.

Storage and Distribution Managers

8 of 15 at risk
88%Monitor inventory levels of products or materials in warehouses.
88%Issue shipping instructions and provide routing information to ensure that delivery times and locations are coordinated.
86%Review invoices, work orders, consumption reports, or demand forecasts to estimate peak delivery periods and to issue work assignments.
78%Examine products or materials to estimate quantities or weight and type of container required for storage or transport.
65%Track and trace goods while they are en route to their destinations, expediting orders when necessary.

Wage Comparison

Storage and Distribution Managers earns -$34,540(-25%) vs Wind Energy Operations Managers
Wind Energy Operations ManagersStorage and Distribution Managers
10th
$68,860$61,200
25th
$100,010$78,360
Median
$136,550$102,010
75th
$179,190$136,050
90th
$227,590$180,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Operations Managers2028–2035
Storage and Distribution Managers2028–2035
20242030203520402045

Wind Energy Operations Managers has a longer runway before significant displacement, projected 0 years later than Storage and Distribution Managers.

Risk-Adjusted Salary

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

Wind Energy Operations Managers

$92,240

from $136,550

Storage and Distribution Managers

$67,296

from $102,010

After adjusting for AI risk, Wind Energy Operations Managers offers $24,944 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Storage

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Social Intelligence
Fine Manipulation
Wind Energy Operations ManagersStorage and Distribution Managers
Find transitions from Wind Energy Operations ManagersFind transitions from Storage and Distribution Managers