AI exposure by occupation, O*NET 17-2199.03

Will AI replace Energy Engineers, Except Wind and Solar?

Energy Engineers, Except Wind and Solar: AI can already handle 14 of 21 tasks; the work mostly needs a frontier-tier model.

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Every task, scored

The 21 tasks O*NET 30.3 lists for Energy Engineers, Except Wind and Solar, from most to least exposed. 14 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Verify energy bills and meter readings. 80 Estimated Standard 3.9
Monitor and analyze energy consumption. 75 Estimated Standard 4.2
Perform energy modeling, measurement, verification, commissioning, or retro-commissioning. 75 Estimated Frontier 3.8
Direct the implementation of energy management projects. 75 Estimated Frontier 3.5
Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy. 75 Estimated Efficient 3.4
Promote awareness or use of alternative or renewable energy sources. 75 Estimated Frontier 3.4
Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures. 65 Estimated Standard 4.3
Analyze, interpret, or create graphical representations of energy data, using engineering software. 65 Estimated Frontier 4.0
Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency. 65 Estimated Standard 3.8
Review or negotiate energy purchase agreements. 65 Estimated Frontier 3.6
Identify and recommend energy savings strategies to achieve more energy-efficient operation. 60 Estimated Standard 4.5
Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing. 60 Estimated Frontier 4.0
Recommend best fuel for specific sites or circumstances. 60 Estimated Frontier 3.2
Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings. 60 Estimated Frontier 2.5
Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design. 50 Estimated Frontier 4.1
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. 50 Estimated Frontier 3.9
Prepare energy-related project reports or related documentation. 40 Observed Efficient 3.7
Train personnel or clients on topics such as energy management. 35 Estimated Efficient 3.6
Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings. 20 Estimated Efficient 4.0
Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering. 20 Estimated Efficient 3.9
Write or install energy management routines for building automation systems. 20 Estimated Efficient 3.3

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 1 of 21 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 20 of 21. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.

The model tier this role needs

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.

Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.

Wages, employment and outlook

US employment
154,070
Median annual wage
$122,930
Middle half of earners
$90,970 to $158,090
Projected change, 2024 to 2034
+2.1%

Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034. BLS publishes these figures by SOC code, so O*NET occupations that share a SOC code show the same figures.

Adjacent roles

The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.

Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.

Questions about Energy Engineers, Except Wind and Solar and AI

Will AI replace Energy Engineers, Except Wind and Solar?

AI already handles 14 of the 21 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 57 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +2.1% from 2024 to 2034.

What is the AI exposure of Energy Engineers, Except Wind and Solar?

57 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 1 of the 21 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 20 are estimated from each task's O*NET work activity.

Which Energy Engineers, Except Wind and Solar tasks can AI already do?

The tasks with the highest exposure are: Verify energy bills and meter readings; Monitor and analyze energy consumption; Perform energy modeling, measurement, verification, commissioning, or retro-commissioning. They are three of the 14 tasks that reach 60 or more.

What AI model tier does this role need?

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.

How many people work as Energy Engineers, Except Wind and Solar, and what do they earn?

154,070 people in the United States, with a median annual wage of $122,930 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +2.1% from 2024 to 2034.

How to cite

Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.

JobRoute (2026). AI exposure: Energy Engineers, Except Wind and Solar. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/energy-engineers-except-wind-and-solar

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