Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
What does this resilience result mean?
These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.
AI Resilience Report for
They set up and maintain solar panels on rooftops or other structures to capture sunlight and turn it into electricity for homes and businesses.
Summary
The career of a Solar Photovoltaic Installer is labeled as "Evolving" because AI and robotics are starting to assist with tasks like lifting heavy panels and analyzing data to make planning faster and safer. While these technologies are becoming valuable tools, human skills are still essential for complex tasks like wiring and connecting systems, which robots can't do.
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Learn more about how you can thrive in this position
Summary
The career of a Solar Photovoltaic Installer is labeled as "Evolving" because AI and robotics are starting to assist with tasks like lifting heavy panels and analyzing data to make planning faster and safer. While these technologies are becoming valuable tools, human skills are still essential for complex tasks like wiring and connecting systems, which robots can't do.
Read full analysisContributing Sources
AI Resilience
All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.
CareerVillage.org's AI Resilience Analysis
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Anthropic's Economic Index
AI 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 Panel Installers
Updated Quarterly • Last Update: 11/22/2025

State of Automation & Augmentation
In solar installation, some jobs are starting to use AI and robots but many still need people. On big solar farms, new robots can lift and place heavy panels on racks much faster than human crews [1] [1]. Drones also fly over arrays and use AI to spot cracked or hot panels from the images [2] [3].
Companies even use AI-powered software (like Aurora or OpenSolar) to auto-generate layouts from satellite or drone data in seconds [4]. These tools speed up planning and inspections. However, tasks needing steady hands or experience remain human jobs.
For example, after panels are set, electricians still do the wiring and hook panels to the grid [1] [1]. Workers also test and demonstrate the system to customers. In short, AI is helping with heavy lifting, data analysis, and design, but skilled installers still handle the fine work and safety checks.

AI Adoption
There are strong reasons to use AI here, and reasons to be careful. Demand for solar work is booming – U.S. officials project about 42% growth in installer jobs by 2034 [5] – so companies are short on labor. That shortage and higher wages (10% jump in 2024) are encouraging robots and AI to save time and money [1].
For example, one report said a robot cut a 14 MW project’s cost roughly in half by replacing most of the crew [6]. On the other hand, many solar jobs (like residential rooftops) are complex and still need human skills [1] [1]. Robots work best on large flat farms, not on every roof.
Also, experts note that crews must be trained to use the new tools or a worker shortage just shifts roles [1]. In practice, solar teams see robots as helpers, not replacements. One industry expert said the machines serve as “assistants” – doing heavy, repetitive lifting so humans can focus on wiring and problem-solving [1] [1].
Installers often welcome that help – it makes the work safer and less exhausting [1] [1]. Overall, AI will likely grow as a tool, but human installers’ careful work and customer service remain crucial.

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Median Wage
$51,860
Jobs (2024)
28,600
Growth (2024-34)
+42.1%
Annual Openings
4,100
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Assemble solar modules, panels, or support structures, as specified.
Install active solar systems, including solar collectors, concentrators, pumps, or fans.
Apply weather sealing to array, building, or support mechanisms.
Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment.
Determine connection interfaces for additional subpanels or for connecting photovoltaic (PV) systems with utility services or other power generation sources.
Install module array interconnect wiring, implementing measures to disable arrays during installation.
Demonstrate system functionality and performance, including start-up, shut-down, normal operation, and emergency or bypass operations.
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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