Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

“Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.” is a core task performed by Energy Engineers, Except Wind and Solar. Among the occupation's 21 rated tasks, workers place it 11th by importance (#11 most important). About 95% 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.

• Develop models of systems, processes, or products. in Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

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: T1.

Other tasks in this occupation

• Identify and recommend energy savings strategies to achieve more energy-efficient operation. · importance 4.5
• Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures. · importance 4.3
• Monitor and analyze energy consumption. · importance 4.2
• Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design. · importance 4.1
• Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings. · importance 4.0
• Analyze, interpret, or create graphical representations of energy data, using engineering software. · importance 4.0
• Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing. · importance 4.0
• Verify energy bills and meter readings. · importance 3.9
• Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering. · importance 3.9
• Manage the development, design, or construction of energy conservation projects to ensure acceptability of budgets and time lines, conformance to federal and state laws, or adherence to approved specifications. · importance 3.9
• Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency. · importance 3.8
• Prepare energy-related project reports or related documentation. · importance 3.7
• Review or negotiate energy purchase agreements. · importance 3.6
• Train personnel or clients on topics such as energy management. · importance 3.6

See all tasks on the Energy Engineers, Except Wind and Solar 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-18148,
  title  = {Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.},
  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-18148}
}