Mostly Resilient
Last Update: 8/30/2026
AI Resilience Score for Solar Panel Installers:
61.5%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
High
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.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
AI Resilience Report forSolar Photovoltaic Installers
$53,140 median salary•4,200 annual openings•SOC Code: 47-2231.00
Solar Photovoltaic Installers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
Solar PV installers are labeled "Mostly Resilient" because while AI is taking over some of the repetitive and time-consuming tasks (like drafting project layouts and handling paperwork), the hands-on physical work of actually installing solar panels still requires human skill, safety judgment, and knowledge of local building codes. Robots are starting to help with heavy lifting on large utility-scale sites, but rooftop residential jobs are too custom and unpredictable for machines to handle on their own.
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Solar PV installers are labeled "Mostly Resilient" because while AI is taking over some of the repetitive and time-consuming tasks (like drafting project layouts and handling paperwork), the hands-on physical work of actually installing solar panels still requires human skill, safety judgment, and knowledge of local building codes. Robots are starting to help with heavy lifting on large utility-scale sites, but rooftop residential jobs are too custom and unpredictable for machines to handle on their own.
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Solar Panel Installers
Updated Quarterly
How is AI changing Solar Panel Installers jobs?
Right now, most AI in the solar installation world is being used to augment installers rather than fully replace them. On the design and paperwork side, AI tools are already handling a big chunk of the pre-installation work — rather than spending weeks drafting a single project layout, those tools can allow designers to test many scenarios and to do so in a way that incorporates a dynamic supply chain and varied equipment availability. But even the software companies building these tools stress that "the machines generate and validate options, but human judgment remains essential to interpret results, weigh risk and decide which projects should move forward".
On the physical installation side, robots are starting to help with the heaviest, most repetitive lifting. In a 2026 field trial in Spain, Comau's "Hyperflex" mobile robotic factory automated the manufacturing, transportation, and installation of solar tracker components in a single streamlined workflow, using AI, robotics, and caterpillar tracks to install PV modules alongside human operators who handled quality control. In the U.S., Burns & McDonnell recently partnered with Gritt to deploy AI-powered robots on utility-scale solar sites [1], explicitly framing the tech as a helper: the technology is intended to complement construction workers rather than replace them, reducing exposure to repetitive tasks and allowing crews to focus on higher-value activities.
Sources
How fast is AI adoption growing for Solar Panel Installers?
Adoption is moving fastest where AI clearly saves money or protects workers. The Interstate Renewable Energy Council notes that digital scheduling, remote monitoring, and modular components are helping utility-scale companies overcome labor shortages [2], and that the need for highly trained workers is expected to increase as automation takes over some of the repetitive tasks. Safety is another push factor — as Burns & McDonnell's renewables director put it, "solar construction is very repetitive work, lifting 80-pound modules day after day," and technology can help teams work safer, faster and smarter.
What's slowing full automation? Rooftop residential jobs are messy, custom, and code-heavy, so hardware robots struggle outside controlled sites. Demand for human installers is also exploding: the U.S. Bureau of Labor Statistics projects solar electric power generation employment to grow 180.2% from 2024 to 2034 [3], meaning there's plenty of work to go around.
So if you're curious about this field, the encouraging news is that AI is mostly taking over the tedious drafting and heavy lifting, while your hands-on skills, safety judgment, and code knowledge remain in very high demand.
Sources
Will AI replace Solar Panel Installers?
No. We don't think AI will replace Solar Photovoltaic Installers, though we do expect the job to change.
Solar PV installers earn a 61.5% AI Resilience Score from us, and the reasons are pretty clear once you look at what AI is actually doing in this field. On the design side, AI tools are speeding up project layouts and paperwork. On the physical side, robots are starting to handle the heaviest, most repetitive lifting on large utility-scale sites. Burns and McDonnell recently deployed AI-powered robots on solar construction sites, framing the technology as a complement to workers, not a replacement, letting crews focus on higher-value activities [1].
What stays human is significant. Rooftop residential jobs are messy, custom, and code-heavy, which is exactly where hardware robots struggle. Safety judgment, quality control, and hands-on problem-solving are not going away. The Interstate Renewable Energy Council notes that the need for highly trained workers is actually expected to increase as automation takes over repetitive tasks [2].
The bigger picture also helps. Demand for installers is growing fast, meaning there is plenty of work to go around [3]. If you are considering this career, the honest message is that AI is mostly your assistant here, not your replacement.
Sources
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Latest AI news for Solar Panel Installers
These articles highlight the growing role of AI in solar photovoltaic installation, suggesting a promising future for installers. For instance, the AI framework for fault detection can enhance the reliability of PV systems, making skilled technicians even more essential for maintenance and troubleshooting. Additionally, the introduction of AI-powered robots, like Maximo, shows a shift towards automation, emphasizing the need for installers who can work alongside advanced technology. This evolution underscores the importance of adaptability and continuous learning in maintaining a resilient career in solar energy.
Terabase Energy advances automated PV construction with robotics, AI tools
www.pv-magazine.com • 4/3/2026
California-based Terabase Energy is scaling up its automated solar construction platform and expanding its engineering software ecosystem to...
Fault detection and diagnosis in photovoltaic systems using artificial intelligence and time–frequency analysis
www.nature.com • 2/20/2026
This research introduces a novel artificial intelligence (AI) framework for fault detection and diagnosis (FDD) in photovoltaic (PV) systems...
AI-based solar service provider enters largest U.S. market
pv-magazine-usa.com • 1/9/2026
Otovo, a European solar operations and maintenance service firm headed by former Sunnova CEO, enters California residential market with...
AI-powered robot installers exceed targets at Engie’s 250MW solar project in Australia
www.pv-tech.org • 10/21/2025
Luminous Robotics has completed its first international deployment of AI solar installation robots at a 250MW solar plant in Australia.
Meet Maximo, the AI-enabled solar installation robot
www.renewableenergyworld.com • 7/30/2024
AES Corporation has introduced Maximo, a groundbreaking, AI-powered robot that enhances solar installation speed, efficiency and safety...
More Career Info
Career: Solar Photovoltaic Installers
They set up and maintain solar panels on rooftops or other structures to capture sunlight and turn it into electricity for homes and businesses.
Parent Careers
Employment & Wage Data
Median Wage
$53,140
Jobs (2025)
31,100
Growth (2025-35)
+36.5%
Annual Openings
4,200
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Install photovoltaic (PV) systems in accordance with codes and standards, using drawings, schematics, and instructions.
2
Apply weather sealing to array, building, or support mechanisms.
3
Assemble solar modules, panels, or support structures, as specified.
4
Install module array interconnect wiring, implementing measures to disable arrays during installation.
5
Install active solar systems, including solar collectors, concentrators, pumps, or fans.
6
Perform routine photovoltaic (PV) system maintenance on modules, arrays, batteries, power conditioning equipment, safety systems, structural systems, weather sealing, or balance of systems equipment.
7
Install required labels on solar system components and hardware.
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.
