Wind Energy Operations Managers vs Production, Planning, and Expediting Clerks AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Wind Energy Operations Managers

51 shared · 31 different

core competencies

medium risk

Production, Planning, and Expediting Clerks

Side-by-Side Comparison

Wind Energy Operations Managers leads 5–0

Metric	Wind Energy Operations Managers	Production, Planning, and Expediting Clerks
Risk Score	32.5%	47.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	53th	95th
Tasks at Risk (>50%)	6 / 15	13 / 15
Median Salary	$136,550	$57,770
Employment	631K	385K

Skill Comparison

Sorted by largest difference

Mechanical

Public Safety and Security

Repairing and Maintaining Mechanical Equipment

Coordinating the Work and Activities of Others

Engineering and Technology

Management of Personnel Resources

Communicating with Persons Outside Organization

Personnel and Human Resources

Computers and Electronics

Staffing Organizational Units

Performing General Physical Activities

Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Operations Managers

33%

total discount

Production, Planning, and Expediting Clerks

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.

Production, Planning, and Expediting Clerks

13 of 15 at risk

88%Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.

87%Record production data, including volume produced, consumption of raw materials, or quality control measures.

87%Requisition and maintain inventories of materials or supplies necessary to meet production demands.

86%Distribute production schedules or work orders to departments.

86%Maintain files, such as maintenance records, bills of lading, or cost reports.

Wage Comparison

Production, Planning, and Expediting Clerks earns -$78,780(-58%) vs Wind Energy Operations Managers

Wind Energy Operations ManagersProduction, Planning, and Expediting Clerks

10th

$68,860$38,570

25th

$100,010$46,600

Median

$136,550$57,770

75th

$179,190$71,480

90th

$227,590$84,810

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Operations Managers2028–2035

Production, Planning, and Expediting Clerks2028–2035

20242030203520402045

Wind Energy Operations Managers has a longer runway before significant displacement, projected 0 years later than Production, Planning, and Expediting Clerks.

Risk-Adjusted Salary

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

Wind Energy Operations Managers

$92,240

from $136,550

Production, Planning, and Expediting Clerks

$30,162

from $57,770

After adjusting for AI risk, Wind Energy Operations Managers offers $62,078 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Wind

Unique to Production,

Combined Protection Strategy

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

Social Intelligence

Regulatory Barriers

Fine Manipulation

Decision Complexity

Wind Energy Operations ManagersProduction, Planning, and Expediting Clerks

Find transitions from Wind Energy Operations Managers Find transitions from Production, Planning, and Expediting Clerks