Energy Engineers
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.
AI Impact Summary
Energy Engineers faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 36% of all analyzed occupations. Of 21 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Energy Engineers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
21 tasks analyzed
Identify and recommend energy savings strategies to achieve more energy-efficient operation.
Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures.
Monitor and analyze energy consumption.
Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.
Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.
Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing.
Analyze, interpret, or create graphical representations of energy data, using engineering software.
Verify energy bills and meter readings.
Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering.
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.
Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.
Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency.
Prepare energy-related project reports or related documentation.
Review or negotiate energy purchase agreements.
Train personnel or clients on topics such as energy management.
Direct the implementation of energy management projects.
Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy.
Promote awareness or use of alternative or renewable energy sources.
Write or install energy management routines for building automation systems.
Recommend best fuel for specific sites or circumstances.
Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Identify and recommend energy savings strategies to achieve more energy-efficient operation. | 60Estimated | 51.0% | 8% | |
| Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures. | 50Estimated | 47.0% | 8% | |
| Monitor and analyze energy consumption. | 63.15Observed | 52.3% | 7% | |
| Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design. | 55Estimated | 49.0% | 6% | |
| Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings. | 63.1Observed | 34.2% | 5% | |
| Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing. | 35Estimated | 29.0% | 5% | |
| Analyze, interpret, or create graphical representations of energy data, using engineering software. | 57.85Observed | 50.1% | 6% | |
| Verify energy bills and meter readings. | 97Estimated | 88.0% | 4% | |
| Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering. | 10Estimated | 13.0% | 5% | |
| 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. | 30Estimated | 27.0% | 6% | |
| Perform energy modeling, measurement, verification, commissioning, or retro-commissioning. | 60Estimated | 51.0% | 6% | |
| Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency. | 60Estimated | 51.0% | 5% | |
| Prepare energy-related project reports or related documentation. | 92Estimated | 86.0% | 4% | |
| Review or negotiate energy purchase agreements. | 40Estimated | 31.0% | 3% | |
| Train personnel or clients on topics such as energy management. | 68.17Observed | 42.3% | 3% | |
| Direct the implementation of energy management projects. | 25Estimated | 25.0% | 4% | |
| Research renewable or alternative energy systems or technologies, such as solar thermal or photovoltaic energy. | 65Estimated | 53.0% | 4% | |
| Promote awareness or use of alternative or renewable energy sources. | 55.67Observed | 37.3% | 3% | |
| Write or install energy management routines for building automation systems. | 63.32Observed | 52.3% | 3% | |
| Recommend best fuel for specific sites or circumstances. | 60Estimated | 51.0% | 3% | |
| Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings. | 30Estimated | 27.0% | 2% |
Protective Factors
Total protective discount: 30.9%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$117,750
per year
Mean Wage
$121,720
per year
Employment
151K
workers
Wage Range
$62,840 - $183,510
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsCivil Engineers
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Higher risk than 29% of other occupations
Fire-Prevention and Protection Engineers
28%Median salary: $109,660
Higher risk than 31% of other occupations
Agricultural Engineers
29%Median salary: $84,630
Higher risk than 33% of other occupations
Environmental Engineers
29%Median salary: $104,170
Higher risk than 34% of other occupations
Construction Managers
31%Median salary: $106,980
Higher risk than 46% of other occupations
Logistics Engineers
31%Median salary: $80,880
Higher risk than 47% of other occupations
Hydrologists
32%Median salary: $92,060
Higher risk than 50% of other occupations
Mining and Geological Engineers, Including Mining Safety Engineers
33%Median salary: $101,020
Higher risk than 57% of other occupations
Marine Engineers
34%Median salary: $105,670
Higher risk than 60% of other occupations
Validation Engineers
38%Median salary: $117,750
Higher risk than 74% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Energy Engineers professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change