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Engineering & Architecture · Updated Aug 2026

Energy Engineers, Except Wind and Solar

Design, develop, or evaluate energy-related projects or programs to reduce energy costs or improve energy efficiency during the designing, building, or remodeling stages of construction. May specialize in electrical systems; heating, ventilation, and air-conditioning (HVAC) systems; green buildings; lighting; air quality; or energy procurement.

JVS 2.0.0-phase4b
AI Exposure
69/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
60/100
High

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence81/100
Task coverage81%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Identify and recommend energy savings strategies to achieve more energy-efficient operation.High
75
Analyze, interpret, or create graphical representations of energy data, using engineering software.Medium
75
Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing.Medium
72
Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.High
57
Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures.High
74
Prepare energy-related project reports or related documentation.Medium
75
Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.Medium
75
Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency.Medium
75
Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.High
51
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.Medium
74
Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering.Medium
58
Promote awareness or use of alternative or renewable energy sources.Medium
76
Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy.Medium
74
Train personnel or clients on topics such as energy management.Medium
69
Write or install energy management routines for building automation systems.Medium
45
Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings.Low
69
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Promote awareness or use of alternative or renewable energy sources.76
  2. Identify and recommend energy savings strategies to achieve more energy-efficient operation.75
  3. Analyze, interpret, or create graphical representations of energy data, using engineering software.75
  4. Prepare energy-related project reports or related documentation.75
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Write or install energy management routines for building automation systems.01
  2. Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.02
  3. Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.03
  4. Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering.04
  5. Identify and recommend energy savings strategies to achieve more energy-efficient operation.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency66
Physical dependency31
Adoption pressure60
Labour-market resilience59
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence81/100
CalculatedAug 21, 2026
Read methodology →