Takeover Tracker
34%medium risk

Solar Energy Systems Engineers

Perform site-specific engineering analysis or evaluation of energy efficiency and solar projects involving residential, commercial, or industrial customers. Design solar domestic hot water and space heating systems for new and existing structures, applying knowledge of structural energy requirements, local climates, solar technology, and thermodynamics.

Higher risk than 62% of occupations
Checking for existing plan...

How AI Impacts Each Task

13 tasks analyzed

Create plans for solar energy system development, monitoring, and evaluation activities.

Risk: 49.0%AI: 55EstimatedTime: 8%

Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.

Risk: 39.0%AI: 30EstimatedTime: 12%

Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.

Risk: 51.0%AI: 60EstimatedTime: 15%

Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.

Risk: 84.0%AI: 87EstimatedTime: 15%

Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.

Risk: 47.0%AI: 50EstimatedTime: 8%

Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.

Risk: 49.0%AI: 55EstimatedTime: 8%

Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.

Risk: 23.0%AI: 20EstimatedTime: 10%

Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.

Risk: 51.0%AI: 60EstimatedTime: 8%

Develop standard operation procedures and quality or safety standards for solar installation work.

Risk: 51.0%AI: 60EstimatedTime: 5%

Create checklists for review or inspection of completed solar installation projects.

Risk: 86.0%AI: 92EstimatedTime: 3%

Test or evaluate photovoltaic (PV) cells or modules.

Risk: 41.0%AI: 35EstimatedTime: 4%

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

Risk: 49.0%AI: 55EstimatedTime: 2%

Design or develop vacuum tube collector systems for solar applications.

Risk: 45.0%AI: 45EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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)

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Solar Energy Systems 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.4pt risk+$7K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.6pt risk+$7K/yr salary

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.

Score History

Risk score over 2 scoring runs

-0.9

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School5%
Some College5%
Post-Secondary Certificate5%
Associate's Degree5%
Bachelor's Degree73%
Master's Degree9%

Prior Experience Needed

Work experience required to enter this job

None5%
1-3 months5%
3-6 months5%
6 months - 1 year9%
1-2 years18%
2-4 years32%
4-6 years18%
6-8 years5%
Over 10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month23%
1-3 months9%
3-6 months14%
6 months - 1 year18%
1-2 years23%
2-4 years14%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis