Perform thermal, stress, or cost reduction analyses for solar systems.

“Perform thermal, stress, or cost reduction analyses for solar systems.” is a core task performed by Solar Energy Systems Engineers. Among the occupation's 13 rated tasks, workers place it 3rd by importance (#11 most important). About 89% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Evaluate designs, specifications, or other technical data. in Analyzing Data or Information

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.

Other tasks in this occupation

• Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems. · importance 4.5
• Create plans for solar energy system development, monitoring, and evaluation activities. · importance 4.4
• Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings. · importance 4.4
• Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring. · importance 4.3
• Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software. · importance 4.2
• Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency. · importance 4.1
• Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives. · importance 3.9
• Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components. · importance 3.8
• Develop standard operation procedures and quality or safety standards for solar installation work. · importance 3.6
• Create checklists for review or inspection of completed solar installation projects. · importance 3.6
• Test or evaluate photovoltaic (PV) cells or modules. · importance 2.9
• Design or develop vacuum tube collector systems for solar applications. · importance 1.8

See all tasks on the Solar Energy Systems Engineers page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-16565,
  title  = {Perform thermal, stress, or cost reduction analyses for solar systems.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-16565}
}