Stable

Last Update: 2/17/2026

Your role’s AI Resilience Score is

74.1%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

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

Solar Energy Systems Engineers

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

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Chat with Coach
Latest news
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Analysis
Chat
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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 analysis

Contributing 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

Learn about this score
Stable iconStable

86.2%

86.2%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

84.5%

84.5%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

2.1%

Growth Percentile:

41.9%

Annual Openings:

9,300

Annual Openings Pct:

51.7%

Analysis of Current AI Resilience

Solar Energy Systems Eng.

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

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].

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AI Adoption

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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More Career Info

Career: Solar Energy Systems Engineers

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Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

70% ResilienceCore Task

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

2

70% ResilienceSupplemental

Design or develop vacuum tube collector systems for solar applications.

3

65% ResilienceCore Task

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

4

65% ResilienceCore Task

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

5

60% ResilienceCore Task

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

6

60% ResilienceCore Task

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

7

55% ResilienceCore Task

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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