Wind Energy Engineers

Most exposed tasks

No task is classified fully automatable in this release. The highest-exposure task relative to this role is shown in the free snapshot above; the assistive work is detailed next.

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

• Write reports to document wind farm collector system test results.60
• Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.55
• Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.50

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

• Test wind turbine components, using mechanical or electronic testing equipment.20
• Test wind turbine equipment to determine effects of stress or fatigue.20
• Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.22

Task exposure values and classifications are published, versioned estimates audited against the anchored rubric. This page reads them from the data release rather than generating them at request time. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 38 puts Wind Energy Engineers in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 0 of 16 analyzed tasks lean automatable, 9 augmentable, and 7 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

Lower-exposure adjacent roles

No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.

Labor-market context

• $122,930median wage
• 154,070employed
• 9,300annual openings
• +2.1%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Related roles

Adjacent by skills or family — no exposure claim implied.

• Wind Energy Development Managers 45
• Solar Energy Systems Engineers 48
• Energy Engineers, Except Wind and Solar 46
• Aerospace Engineers 44
• Electrical Engineer 43
• Mechanical Engineer 42

How this score was calculated

FAQ — Wind Energy Engineers

Will AI replace Wind Energy Engineers?

This score cannot predict whether this occupation or any individual job will be replaced. It shows which tasks current and near-term AI can perform or accelerate, which tasks remain more durable, and where a worker can adapt. Employer decisions, demand, regulation, and how the role changes are outside the score.

What does a score of 38 mean for a Wind Energy Engineers?

It means that, weighted across the 16 tasks we analyzed for this role, the task mix sits at 38 on a 0–100 exposure scale — in the third quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.

Which tasks in this role are most exposed to AI?

This role has no strongly automatable task in the current data release.

Which parts of this job are most durable?

The most durable responsibilities are: Test wind turbine components, using mechanical or electronic testing equipment; Test wind turbine equipment to determine effects of stress or fatigue; Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.

Is this score personalized to me?

No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.