Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Solar Panel Installers:

61.7%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

High

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient solar photovoltaic installation is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For solar PV installers, 6 of the 9 sources had data. On AI exposure, our AI Resilience Model rated resilience High, while Microsoft, Will Robots Take My Job, and Google ATLAS landed at Medium, a mild split that holds confidence at medium-high. Strong pay signals from Wage Bill lifted the economic score, pushing the final label to "Mostly Resilient."

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.

Learn more about how you can thrive in this position

This role is mostly resilient

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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Analysis of current AI resilience

Solar Panel Installers

Updated quarterly

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Latest AI news for Solar Panel Installers

These articles highlight how AI is transforming the solar photovoltaic installation field, enhancing efficiency and safety. For instance, the introduction of Maximo, an AI-enabled installation robot, speeds up the installation process, while AI technologies monitor solar panels for performance issues, ensuring optimal output. As solar photovoltaic installers, understanding these advancements not only prepares you for a tech-driven industry but also underscores the importance of AI resilience, making your skills more valuable as technology continues to evolve in renewable energy.

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.

Alternate Titles

PV Installer (Photovoltaic Installer) · Solar Installer · Solar PV Installer (Solar Photovoltaic Installer) · Solar PV Integrator (Solar Photovoltaic Integrator) · Journeyman Electrician PV Installer (Journeyman Electrician Photovoltaic Installer) · PV Installation Tech (Photovoltaic Installation Technician) · Solar Designer · Solar Electric Installer · Solar Panel Installation Technician (Solar Panel Installation Tech) · Solar Technician (Solar Tech)

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

96% ResilienceCore Task

Install photovoltaic (PV) systems in accordance with codes and standards, using drawings, schematics, and instructions.

2

96% ResilienceCore Task

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

3

95% ResilienceCore Task

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

4

95% ResilienceCore Task

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

5

95% ResilienceSupplemental

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

6

94% ResilienceCore Task

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

94% ResilienceCore Task

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.

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