How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.68
- Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.68
- Recruit or select wind operations employees, contractors, or subcontractors.68
- Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.67
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Estimate costs associated with operations, including repairs or preventive maintenance.01
- Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.02
- Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.03
- Maintain operations records, such as work orders, site inspection forms, or other documentation.04
- Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Wind Energy Development Managers
Closely related work
Compare these careers →Wind Turbine Service Technicians
Closely related work
Compare these careers →Wind Energy Engineers
Closely related work
Compare these careers →Hydroelectric Production Managers
Closely related work
Compare these careers →Biomass Power Plant Managers
Related work
Compare these careers →Energy Engineers, Except Wind and Solar
Related work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
