BETA

Updated: Feb 6

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BETA

Updated: Feb 6

Evolving

Last Update: 11/21/2025

Your role’s AI Resilience Score is

55.6%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
High

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

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.

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

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Latest news
More career info

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 analysis

Contributing 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

Learn about this score
Evolving iconEvolving

47.5%

47.5%

Microsoft's Working with AI

AI Applicability

Learn about this score
Evolving iconEvolving

44.4%

44.4%

Anthropic's Economic Index

Evolving iconEvolving

61.2%

61.2%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

58.7%

58.7%

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):

42.1%

Growth Percentile:

99.8%

Annual Openings:

4.1

Annual Openings Pct:

35.5%

Analysis of Current AI Resilience

Solar Panel Installers

Updated Quarterly • Last Update: 11/22/2025

Analysis
Suggested Actions
State of Automation

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.

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AI Adoption

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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More Career Info

Career: Solar Photovoltaic Installers

Employment & Wage Data

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

Task-Level AI Resilience Scores

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

1

65% ResilienceCore Task

Assemble solar modules, panels, or support structures, as specified.

2

65% ResilienceCore Task

Install active solar systems, including solar collectors, concentrators, pumps, or fans.

3

65% ResilienceCore Task

Apply weather sealing to array, building, or support mechanisms.

4

65% ResilienceCore Task

Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment.

5

65% ResilienceCore Task

Determine connection interfaces for additional subpanels or for connecting photovoltaic (PV) systems with utility services or other power generation sources.

6

65% ResilienceCore Task

Install module array interconnect wiring, implementing measures to disable arrays during installation.

7

65% ResilienceCore Task

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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