Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

60.3%

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.

This role is evolving

This career is labeled as "Evolving" because AI and robots are starting to help with some parts of solar panel installation, like speeding up the heavy lifting and inspecting panels for issues. However, the job still needs the human touch for solving unexpected problems and teaching customers about their systems.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

This role is evolving

This career is labeled as "Evolving" because AI and robots are starting to help with some parts of solar panel installation, like speeding up the heavy lifting and inspecting panels for issues. However, the job still needs the human touch for solving unexpected problems and teaching customers about their systems.

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

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Evolving iconEvolving

68.8%

68.8%

Microsoft's Working with AI

AI Applicability

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Evolving iconEvolving

44.4%

44.4%

Will Robots Take My Job

Automation Resilience

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Evolving iconEvolving

57.0%

57.0%

Althoff & Reichardt

Economic Growth

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Evolving iconEvolving

69.5%

69.5%

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):

42.1%

Growth Percentile:

99.8%

Annual Openings:

4,100

Annual Openings Pct:

35.5%

Analysis of Current AI Resilience

Solar Panel Installers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Right now, most on-site PV installer tasks still need people, but AI and robots are gradually helping with parts of the job. For example, companies are testing robots to lift and place heavy panels more quickly – one trial showed robotic installers working up to three times faster than people [1]. Researchers have also built drone-and-robot systems that can clean and inspect arrays on their own.

These smart machines use cameras and artificial intelligence to spot dirt or crackled cells and even adjust their own operations over time [2] [2]. Meanwhile, modern sensor networks already log voltages and output 24/7 without human effort. A recent design let an IoT system “automatically monitor and control” panel voltages, current and power in real time, sending data to a phone app for installers [3].

AI models can then analyze this stream to flag faults or under-performance [3]. In practice, however, many tasks still need a human touch: installers often must fine-tune inverter settings, fix unexpected wiring issues, and show customers how the system works. No AI tool yet can fully replace the hands-on troubleshooting, on-the-spot problem solving, and personal demonstrations that installers do every day.

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AI Adoption

AI in the real world

New tools will be adopted in solar work as fast as they prove worthwhile. There are big upsides: robots can speed up installation and reduce dangerous roof work [1], and AI can catch maintenance issues before they grow. However, these machines and systems are complex and costly.

Experts note that even though AI can boost a PV system’s efficiency and reliability, “critical challenges remain, limiting widespread adoption” [3]. In other words, companies must balance the high cost of new equipment against current labor costs. Luckily for job-seekers, solar installation is still a fast-growing field.

U.S. job data describe solar installers as having a “Bright Outlook,” meaning many jobs are expected [4]. In practice, that means human skills like careful problem-solving, safe work habits, and customer communication remain crucial. As the field modernizes, installers who learn to use AI tools (for example, programming a smart inverter app or interpreting drone images) will be especially valuable.

In short, AI is beginning to help with routine or dangerous parts of solar work, but it’s more of a partner than a replacement – there is still plenty of work for people to do in this field [1] [3].

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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

75% ResilienceCore Task

Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations.

2

70% ResilienceCore Task

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

3

70% ResilienceCore Task

Identify methods for laying out, orienting, and mounting modules or arrays to ensure efficient installation, electrical configuration, or system maintenance.

4

65% ResilienceCore Task

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

5

65% ResilienceCore Task

Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays.

6

65% ResilienceCore Task

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

7

60% ResilienceCore Task

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

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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