Will AI replace wind energy development 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 7h 39m (96%) stays with people. Separately, BLS expects about 4.9% more of these jobs by 2035 (all jobs: +3.5%).

AI shows up regularly in 1 of 15 tasks, about 21m of a typical shift. The biggest ones:

• Review or evaluate proposals or bids to make recommendations regarding awarding of contracts. (21m a shift, AI mostly does it alone)

7h 39m of a typical shift, or 96%, 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:

• Coordinate or direct development, energy assessment, engineering, or construction activities to ensure that wind project needs and objectives are met. (1h 24m a shift)
• Lead or support negotiations involving tax agreements or abatements, power purchase agreements, land use, or interconnection agreements. (42m a shift)
• Supervise the work of subcontractors or consultants to ensure quality and conformance to specifications or budgets. (42m a shift)
• Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners. (37m a shift)
• Manage wind project costs to stay within budget limits. (32m a shift)

Part of the answer is the setting, not just the tasks. Work that is in person, hands on or high stakes is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

• 66% say dealing with the public is very or extremely important
• 57% talk face to face with others every day

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 a bachelor's degree: about 67% of people in the job said so in the official O*NET survey. O*NET rates the job at level 4 of 5 for preparation, which usually means: bachelor'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 Financial Resources, Management of Material Resources, Management of Personnel Resources, Negotiation
• Get strong at the parts of the job that stay with people (listed above), which take 7h 39m of a typical shift
• Tools employers list: Autodesk AutoCAD, ESRI ArcGIS software, Microsoft Excel, Microsoft Office software, Microsoft Outlook
• Learn to use AI well on the tasks where it already shows up in this job (listed above)

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:

• Brownfield Redevelopment Specialists and Site Managers (29m touched, $142k median pay)
• Purchasing Managers (1h 50m touched, $148k median pay)
• Construction Managers (1h 4m touched, $115k median pay)
• General and Operations Managers (1h 14m touched, $106k median pay)
• Transportation, Storage, and Distribution Managers (1h 50m touched, $107k median pay)

Each task carries its own evidence label. For this job: 1 observed in real AI use, 14 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.