Inspect, diagnose, adjust, or repair wind turbines. Perform maintenance on wind turbine equipment including resolving electrical, mechanical, and hydraulic malfunctions.
U.S. Workers
11,220
Median Salary
$62,580
10-Year Growth
+49.9%
Annual Openings
2,300
Typical entry: Postsecondary nondegree award
12 of 13 tasks have some AI capability
Exposure Trend
This score reflects estimated AI technical capability for tasks in this occupation. It does not predict employment changes, and it does not account for company-specific constraints, regulation, or adoption barriers.
Diagnose problems involving wind turbine generators or control systems.
AI: Fully automatable - AI systems analyzing SCADA, sensor, and vibration data can reliably detect and diagnose many wind turbine generator and control system faults remotely and autonomously.
Test electrical components of wind systems with devices such as voltage testers, multimeters, oscilloscopes, infrared testers, or fiber optic equipment.
AI: Fully automatable - AI can operate test instruments, acquire and interpret electrical/IR/fiber‑optic measurements, and autonomously identify anomalies given appropriate remote or automated test setups.
Start or restart wind turbine generator systems to ensure proper operations.
AI: Fully automatable - Starting/restarting turbines is routinely done remotely via SCADA/automation and can be fully automated and supervised by AI systems.
Maintain tool and spare parts inventories required for repair, installation, or replacement services.
AI: Fully automatable - Inventory tracking, demand prediction, and automated reordering for tools and spares are well within current AI and software automation capabilities.
Test structures, controls, or mechanical, hydraulic, or electrical systems, according to test plans or in coordination with engineers.
AI: Fully automatable - Executing test plans and coordinating measurements using automated test rigs, control systems, and AI orchestration is feasible and commonly practiced.
Collect turbine data for testing or research and analysis.
AI: Fully automatable - Data collection from turbines for testing or analysis is routinely automated via sensors, SCADA, drones, and AI-managed telemetry pipelines.
Operate manufacturing equipment to fabricate wind turbines.
AI: Fully automatable - Operating and optimizing manufacturing equipment is extensively automated with robotics, PLCs, and AI-driven process control in modern turbine fabrication.
Troubleshoot or repair mechanical, hydraulic, or electrical malfunctions related to variable pitch systems, variable speed control systems, converter systems, or related components.
AI: Partial - AI can diagnose faults and produce repair procedures for variable-pitch, converter, and control systems but cannot yet perform complex hands‑on mechanical or hydraulic repairs autonomously.
Perform routine maintenance on wind turbine equipment, underground transmission systems, wind fields substations, or fiber optic sensing and control systems.
AI: Partial - AI and drones/robots can automate many inspections and predictive maintenance tasks, but much routine physical maintenance still requires human technicians in 2025.
Train end-users, distributors, installers, or other technicians in wind commissioning, testing, or other technical procedures.
AI: Partial - AI can deliver curriculum, simulations, and guided AR/VR training, but full hands-on commissioning mentorship and competency validation still rely on human trainers.
Inspect or repair fiberglass turbine blades.
AI: Partial - Blade inspection can be largely automated with drones and computer vision, but complex fiberglass repairs still require skilled human repair technicians.
Assist in assembly of individual wind generators or construction of wind farms.
AI: Partial - AI and automation can assist planning and some construction tasks, but on-site assembly and complex construction activities still require substantial human involvement.
Climb wind turbine towers to inspect, maintain, or repair equipment.
AI: Not automatable - Physically climbing towers to inspect, maintain, or repair equipment is a bodily, dexterous task that AI alone cannot perform without advanced specialized robotics, which are not broadly available.