Solar Energy Systems Engineers

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

No strongly automatable task in the current data release.

Augmentable tasks

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

• Develop standard operation procedures and quality or safety standards for solar installation work.47
• Test or evaluate photovoltaic (PV) cells or modules.43
• Create plans for solar energy system development, monitoring, and evaluation activities.42

Most durable tasks

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

• Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.28
• Design or develop vacuum tube collector systems for solar applications.28
• Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.29

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 37 puts Solar Energy Systems Engineers in the least-exposed quarter of analyzed occupations. In practice, exposure this level is about the mix: 0 of 13 analyzed tasks lean automatable, 9 augmentable, and 4 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.

One next move: lean into the durable core above and adopt AI on the routine remainder before it becomes a mandate.

Lower-exposure adjacent roles

Shown only when the target is at least 10 points lower under the same score version and skill overlap is at least 50%. These are adjacent roles with lower task exposure — not guaranteed “safe careers”.

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.

• Solar Sales Representatives and Assessors 57
• Solar Energy Installation Managers 45
• Energy Engineers, Except Wind and Solar 38
• Wind Energy Engineers 41
• Electrical Engineer 34
• Wind Energy Development Managers 50

FAQ — Solar Energy Systems Engineers

What does a score of 37 mean for a Solar Energy Systems Engineers?

It means that, weighted across the 13 tasks we analyzed for this role, the task mix sits at 37 on a 0–100 exposure scale — in the least-exposed quarter 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: Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings; Design or develop vacuum tube collector systems for solar applications; Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives. 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.