Last Update: 2/17/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
What does this resilience result mean?
These roles are expected to remain steady over time, with AI supporting rather than replacing the core work.
AI Resilience Report for
They design and create solar power systems to help homes and businesses use clean energy from the sun, reducing electricity bills and pollution.
This role is stable
A career as a Solar Energy Systems Engineer is considered "Stable" because, while AI tools are helping with data analysis and monitoring, they aren't replacing the engineers themselves. Human skills are still crucial for tasks like writing safety procedures, inspecting installations, and leading on-site teams.
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Learn more about how you can thrive in this position
This role is stable
A career as a Solar Energy Systems Engineer is considered "Stable" because, while AI tools are helping with data analysis and monitoring, they aren't replacing the engineers themselves. Human skills are still crucial for tasks like writing safety procedures, inspecting installations, and leading on-site teams.
Read full analysisContributing Sources
We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.
AI Resilience
AI Resilience Model v1.0
AI Task Resilience
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Solar Energy Systems Eng.
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
Solar energy engineers already use a lot of software, but most core tasks still need human guidance. For example, official job data shows solar engineers “perform computer simulation of solar PV generation” and “create checklists” [1] [1]. Today this usually means running specialized programs (like PV design tools) rather than true AI.
In fact, new AI tools are mostly in pilot stages: one study used a drone with neural networks to automatically find and analyze rooftops for solar panels [2]. That shows some site surveys could be faster with AI (improving Augmentation), but real-world crews still do the final checks. Industry surveys suggest about one-third of renewable-energy professionals now use AI in some form [3] (for tasks like data analysis or forecasting), and most expect it to boost their productivity.
Even so, tasks like writing safety procedures, inspecting finished installations, and directing on-site teams remain largely human jobs. In short, AI is starting to help solar engineers with data or monitoring, but it is not replacing the engineers themselves [2] [3].

AI in the real world
Reasons for quick or slow AI use in solar work vary. On the one hand, the solar field is growing fast – a recent report shows renewables are among the fastest-growing sectors, adding tens of thousands of jobs [4]. Companies may hire more engineers to meet demand rather than fully automate tasks.
On the other hand, survey data show many renewables firms are ready to use AI: about 32% of workers already use AI tools and 13% plan to adopt them soon [3]. In practice, adopting AI can be costly (new software, training, drones, etc.), so companies move carefully. Today only a small share of firms have fully integrated AI into operations [4].
Socially and legally, solar work must be safe, so humans stay in control of final checks. Overall, experts say AI in solar will likely augment engineers by speeding routine analysis, not take away engineered jobs [4] [3]. This means there will still be plenty of work for creative, careful solar engineers – with AI as a helpful tool rather than a replacement.

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Median Wage
$117,750
Jobs (2024)
158,800
Growth (2024-34)
+2.1%
Annual Openings
9,300
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.
Design or develop vacuum tube collector systems for solar applications.
Develop standard operation procedures and quality or safety standards for solar installation work.
Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.
Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.
Create plans for solar energy system development, monitoring, and evaluation activities.
Test or evaluate photovoltaic (PV) cells or modules.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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