Job Check
Wind Energy Engineers
Design underground or overhead wind farm collector systems and prepare and develop site specifications.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.AI could speed this up, with extra tools
- 02Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.AI could speed this up, with extra tools
- 03Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.AI could speed this up, with extra tools
- 04Provide engineering technical support to designers of prototype wind turbines.AI could speed this up, with extra tools
- 05Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.AI could speed this up, with extra tools
- 06Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.AI could speed this up a lot
- 07Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.AI could speed this up, with extra tools
- 08Test wind turbine components, using mechanical or electronic testing equipment.Mostly human for now
- 09Oversee the work activities of wind farm consultants or subcontractors.AI could speed this up, with extra tools
- 10Test wind turbine equipment to determine effects of stress or fatigue.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job loss7%of this job’s work time goes to tasks that people already do with Claude at work, counting tasks where AI only helps as half (2026).Anthropic, 2026
47%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 71% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 34% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Test wind turbine components, using mechanical or electronic testing equipment.
- Test wind turbine equipment to determine effects of stress or fatigue.