Resilient

Last Update: 10/7/2026

AI Resilience Score for Wind Energy Ops Managers:

69.8%

Median Score

Meaningful human contribution

Med

Long-term employer demand

High

Sustained economic opportunity

High

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient wind energy operations management is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For wind energy operations managers, six of eight sources had data, and AI exposure was split: AI Resilience Model saw more automation risk while Will Robots Take My Job and OpenAI Signals saw strong human advantage, keeping confidence at medium. Strong hiring and pay projections pushed the score up, landing this role at "Resilient."

AI Resilience Report forWind Energy Operations Managers

$141,900 median salary•100,900 annual openings•SOC Code: 11-9199.09

Wind Energy Operations Managers are more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Wind Energy Operations Managers are labeled "Resilient" because the most important parts of this job, like negotiating with landowners, coordinating crews, and making judgment calls under pressure, require human skills that AI simply cannot replace on its own. AI is definitely changing the behind-the-scenes work, handling things like inspection reports, predictive maintenance alerts, and staffing predictions, but these tools assist the manager rather than take over the role entirely.

Learn more about how you can thrive in this position

This role is resilient

Wind Energy Operations Managers are labeled "Resilient" because the most important parts of this job, like negotiating with landowners, coordinating crews, and making judgment calls under pressure, require human skills that AI simply cannot replace on its own. AI is definitely changing the behind-the-scenes work, handling things like inspection reports, predictive maintenance alerts, and staffing predictions, but these tools assist the manager rather than take over the role entirely.

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Analysis of current AI resilience

Wind Energy Ops Managers

Updated quarterly

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Latest AI news for Wind Energy Ops Managers

These articles provide valuable insights for aspiring Wind Energy Operations Managers in the age of AI. For instance, the article on AI's impact highlights that this role has only a 29% risk of being replaced, suggesting a resilient career path. Additionally, the piece on AI applications explains how machine learning can enhance wind forecasting and reduce environmental impacts, demonstrating how technology can bolster operational efficiency. Understanding these dynamics will empower students to embrace AI as a tool for advancement rather than a threat.

More Career Info

Career: Wind Energy Operations Managers

They ensure wind farms run smoothly by overseeing maintenance, managing staff, and ensuring efficient energy production.

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Employment & Wage Data

Median Wage

$141,900

Jobs (2025)

1,338,800

Growth (2025-35)

+4.9%

Annual Openings

100,900

Education

Bachelor's degree

Experience

Less than 5 years

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

92% Resilience

Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.

2

90% Resilience

Establish goals, objectives, or priorities for wind field operations.

3

88% Resilience

Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.

4

88% Resilience

Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.

5

85% Resilience

Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.

6

82% Resilience

Review, negotiate, or approve wind farm contracts.

7

82% Resilience

Develop processes or procedures for wind operations, including transitioning from construction to commercial operations.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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