Aquacultural Managers vs Wind Energy Operations Managers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Aquacultural Managers

82 shared · 15 different

core competencies

medium risk

Wind Energy Operations Managers

Side-by-Side Comparison

Aquacultural Managers leads 3–2

Metric	Aquacultural Managers	Wind Energy Operations Managers
Risk Score	30.1%	32.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	39th	53th
Tasks at Risk (>50%)	7 / 15	6 / 15
Median Salary	$87,980	$136,550
Employment	6K	631K

Skill Comparison

Sorted by largest difference

Public Safety and Security

Handling and Moving Objects

Clerical

Building and Construction

Judging the Qualities of Things, Services, or People

Evaluating Information to Determine Compliance with Standards

Monitor Processes, Materials, or Surroundings

Repairing and Maintaining Electronic Equipment

Inspecting Equipment, Structures, or Material

Selling or Influencing Others

Operating Vehicles, Mechanized Devices, or Equipment

Performing for or Working Directly with the Public

Protective Factors

Higher values indicate stronger protection against AI displacement

Aquacultural Managers

34%

total discount

Wind Energy Operations Managers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Aquacultural Managers

7 of 15 at risk

86%Collect and record growth, production, and environmental data.

85%Account for and disburse funds.

67%Prepare reports required by state and federal laws.

55%Monitor environments to ensure maintenance of optimum conditions for aquatic life.

53%Conduct and supervise stock examinations to identify diseases or parasites.

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.

Wage Comparison

Wind Energy Operations Managers earns +$48,570(+55%) vs Aquacultural Managers

Aquacultural ManagersWind Energy Operations Managers

10th

$51,700$68,860

25th

$67,970$100,010

Median

$87,980$136,550

75th

$115,200$179,190

90th

$156,530$227,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Aquacultural Managers2028–2035

Wind Energy Operations Managers2028–2035

20242030203520402045

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

Risk-Adjusted Salary

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

Aquacultural Managers

$61,507

from $87,980

Wind Energy Operations Managers

$92,240

from $136,550

After adjusting for AI risk, Wind Energy Operations Managers offers $30,733 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Aquacultural

Unique to Wind

Combined Protection Strategy

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

Fine Manipulation

Creativity

Social Intelligence

Regulatory Barriers

Aquacultural ManagersWind Energy Operations Managers

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