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Wind Energy Engineers

Wind Energy Engineers score 47 out of 100, which is elevated exposure to AI. That ranks #299 of 923 US occupations, where #1 is the most exposed. Of the 16 tasks in this job, AI could speed up 2 on its own and 11 more with extra software built on top of it. None of its tasks showed up in real AI use in April–May 2026.

47/ 100
Elevated
Rank
#299of 923 jobs
US workers
154,070for Engineers, All Other
Median pay
$122,930a year
In real AI use
0 of 16tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 2 (13%)
  • AI can speed this up with extra software: 11 (69%)
  • Little or no AI speed-up: 3 (19%)
  • Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.AI can speed this up on its own · supplemental task
  • Write reports to document wind farm collector system test results.AI can speed this up on its own · supplemental task
  • Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.AI can speed this up with extra software · core task
  • Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.AI can speed this up with extra software · core task
  • Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.AI can speed this up with extra software · core task
  • Provide engineering technical support to designers of prototype wind turbines.AI can speed this up with extra software · supplemental task
  • Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.AI can speed this up with extra software · supplemental task
  • Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.AI can speed this up with extra software · supplemental task
  • Oversee the work activities of wind farm consultants or subcontractors.AI can speed this up with extra software · supplemental task
  • Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.AI can speed this up with extra software · supplemental task
  • Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.AI can speed this up with extra software · supplemental task
  • Perform root cause analysis on wind turbine tower component failures.AI can speed this up with extra software · supplemental task
  • Design underground or overhead wind farm collector systems.AI can speed this up with extra software · supplemental task
  • Test wind turbine components, using mechanical or electronic testing equipment.Little or no AI speed-up · supplemental task
  • Test wind turbine equipment to determine effects of stress or fatigue.Little or no AI speed-up · supplemental task
  • Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.Little or no AI speed-up · supplemental task
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Questions about wind energy engineers and AI

Will AI replace wind energy engineers?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Wind Energy Engineers score 47 out of 100 (elevated exposure), #299 of 923 US jobs. AI could speed up 13 of the job's 16 tasks, 2 of them on its own, while 3 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which wind energy engineers tasks can AI do?

The most exposed tasks include "Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines"; "Write reports to document wind farm collector system test results".

Which wind energy engineers tasks are hardest for AI?

Tasks with little or no AI speed-up include "Test wind turbine components, using mechanical or electronic testing equipment"; "Test wind turbine equipment to determine effects of stress or fatigue"; "Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications".

Are people already using AI for this work?

Not much yet. None of the job's tasks showed up in real conversations with Claude in April–May 2026, according to the Anthropic Economic Index.

How many people work as wind energy engineers, and what do they earn?

About 154,070 people in the US (figure for Engineers, All Other), with median pay of $122,930 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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