Will AI replace wind energy operations managers?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 8h (100%) stays with people. Separately, BLS expects about 4.9% more of these jobs by 2035 (all jobs: +3.5%).

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

8h of a typical shift, or 100%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

• Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies. (1h 31m a shift)
• Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets. (1h 20m a shift)
• Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents. (46m a shift)
• Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events. (40m a shift)
• Maintain operations records, such as work orders, site inspection forms, or other documentation. (34m a shift)

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

• 100% carry high or very high responsibility for other workers' safety
• 100% talk face to face with others every day
• 78% say a mistake would be very or extremely serious

On Indeed, job postings in the Management sector are at 104% of their February 2020 level (all U.S. postings: 104%), up 8.3% from a year earlier, as of Oct 9, 2026. BLS separately expects about 101,000 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

The median pay is about $141,900 a year ($68.22 an hour), 178% above the median for all U.S. jobs ($50,980). Most people in this job earn between $74,300 and $238,270 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

BLS projects growth of 4.9% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 1.4 million jobs in 2035. It expects about 101,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

About 622,000 people in the U.S., roughly 0.40% of all workers (BLS, May 2025). That makes it the 67th largest of the 796 jobs on this site. BLS expects about 1.4 million in 2035.

The most common requirement is an associate's degree: about 40% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

• Skills that matter more here than in most jobs: Management of Personnel Resources, Persuasion, Monitoring, Coordination
• Get strong at the parts of the job that stay with people (listed above), which take 8h of a typical shift
• Tools employers list: Autodesk AutoCAD, Microsoft Excel, Microsoft Office software, Microsoft Outlook, Microsoft PowerPoint

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

• Facilities Managers (0m touched, $107k median pay)
• Geothermal Production Managers (52m touched, $126k median pay)
• Hydroelectric Production Managers (39m touched, $126k median pay)
• Biomass Power Plant Managers (1h 26m touched, $126k median pay)

Each task carries its own evidence label. For this job: 16 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.