Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

70.0%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Low-medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Wind Energy Engineers

They design and improve wind turbines to produce clean energy, ensuring they work efficiently and safely to generate electricity from the wind.

This role is evolving

The career of a Wind Energy Engineer is considered "Stable" because, while AI tools are slowly being introduced, the core tasks of designing and planning wind farms still rely heavily on human creativity and decision-making. AI is used to assist with some calculations, but engineers are needed to make the final decisions and handle the complex, unique aspects of each project.

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Learn more about how you can thrive in this position

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This role is evolving

The career of a Wind Energy Engineer is considered "Stable" because, while AI tools are slowly being introduced, the core tasks of designing and planning wind farms still rely heavily on human creativity and decision-making. AI is used to assist with some calculations, but engineers are needed to make the final decisions and handle the complex, unique aspects of each project.

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Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Stable iconStable

96.7%

96.7%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

62.4%

62.4%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

2.1%

Growth Percentile:

41.9%

Annual Openings:

9,300

Annual Openings Pct:

51.7%

Analysis of Current AI Resilience

Wind Energy Engineers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Wind engineers still do most design and planning work themselves, though computers help a lot. For example, AI research is starting to help 3D modeling – Autodesk has an experimental tool (Project Bernini) that can turn text descriptions or images into 3D parts [1]. This shows how someday AI could speed up designing turbine parts or layouts.

But today these tools are still experimental and not widely used: Autodesk says its AI model is “not publicly available yet” [1]. In practice, wind farm layouts and schematics are usually made with CAD tools and simulations run by engineers. There is academic research on using AI or optimization models to plan road paths or turbine placement, but so far engineers apply those methods rather than AI doing it alone.

Day-to-day tasks like recommending improvements or writing technical specs remain largely human jobs. As one industry report notes, big wind projects (like the SunZia farm) are creating “thousands of good‐paying jobs” [2], suggesting that engineers (not robots) are still leading the work. In short, AI is starting to augment wind design by speeding up certain calculations, but core engineering decisions and creativity stay with people [1] [2].

Sources

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AI Adoption

AI in the real world

AI is being adopted slowly in wind engineering. One reason is that the tools are still very new and expensive. The Autodesk example above is still in testing [1], and there aren’t many off-the-shelf AI programs built just for wind farms yet.

Companies know they can benefit from AI optimization, but each wind project is unique and must be safe and reliable, so firms move carefully. On the other hand, there’s a lot of money in wind energy right now. The U.S. Energy Department reported that private investors announced about $180 billion in clean-energy manufacturing projects, including new wind turbines [2].

Tax credits and strong demand have led to a boom where companies need engineers to build and maintain turbines. This boom means there are plenty of jobs (as mentioned, “thousands … of good-paying new jobs” from SunZia) [2], so employers may focus on hiring rather than cutting staff. Over time, firms might use AI more to save money and speed up work (for example, machine-learning models could help find the best layout faster), but right now AI in wind design is mostly a helpful tool under human control [1] [2].

Sources

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More Career Info

Career: Wind Energy Engineers

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Employment & Wage Data

Median Wage

$117,750

Jobs (2024)

158,800

Growth (2024-34)

+2.1%

Annual Openings

9,300

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

80% ResilienceSupplemental

Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, and pad transformers.

2

75% ResilienceSupplemental

Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.

3

75% ResilienceSupplemental

Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.

4

70% ResilienceSupplemental

Oversee the work activities of wind farm consultants or subcontractors.

5

70% ResilienceSupplemental

Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.

6

65% ResilienceSupplemental

Test wind turbine equipment to determine effects of stress or fatigue.

7

65% ResilienceSupplemental

Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.

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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