Solar Energy Systems Engineers

Solar Energy Systems Engineers score 46 out of 100, which is elevated exposure to AI. That ranks #325 of 923 US occupations, where #1 is the most exposed. Of the 13 tasks in this job, AI could speed up 1 on its own and 10 more with extra software built on top of it. In April–May 2026, 2 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

46/ 100

Elevated

Rank: #325of 923 jobs
US workers: 154,070for Engineers, All Other
Median pay: $122,930a year
In real AI use: 2 of 13tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

AI can speed this up on its own: 1 (8%)
AI can speed this up with extra software: 10 (77%)
Little or no AI speed-up: 2 (15%)

Create checklists for review or inspection of completed solar installation projects.AI can speed this up on its own · core task
Create plans for solar energy system development, monitoring, and evaluation activities.AI can speed this up with extra software · core task
Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.AI can speed this up with extra software · core task
Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.AI can speed this up with extra software · core task
Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.AI can speed this up with extra software · core task
Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.AI can speed this up with extra software · core task
Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.AI can speed this up with extra software · core task · Seen in real AI use
Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.AI can speed this up with extra software · core task
Develop standard operation procedures and quality or safety standards for solar installation work.AI can speed this up with extra software · core task
Perform thermal, stress, or cost reduction analyses for solar systems.AI can speed this up with extra software · core task
Design or develop vacuum tube collector systems for solar applications.AI can speed this up with extra software · supplemental task
Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.Little or no AI speed-up · core task · Seen in real AI use
Test or evaluate photovoltaic (PV) cells or modules.Little or no AI speed-up · core task

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Questions about solar energy systems engineers and AI

Will AI replace solar energy systems engineers?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Solar Energy Systems Engineers score 46 out of 100 (elevated exposure), #325 of 923 US jobs. AI could speed up 11 of the job's 13 tasks, 1 of them on its own, while 2 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which solar energy systems engineers tasks can AI do?

The most exposed tasks include "Create checklists for review or inspection of completed solar installation projects".

Which solar energy systems engineers tasks are hardest for AI?

Tasks with little or no AI speed-up include "Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring"; "Test or evaluate photovoltaic (PV) cells or modules".

Are people already using AI for this work?

Yes. In April–May 2026, 2 of the 13 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as solar energy systems engineers, and what do they earn?

About 154,070 people in the US (figure for Engineers, All Other), with median pay of $122,930 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

Solar Energy Systems Engineers

Task by task

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Questions about solar energy systems engineers and AI

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