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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
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.
High
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%).
High
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
Solar Energy Installation Managers are more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
Solar Energy Installation Managers are labeled "Resilient" because the heart of the job — making real-time safety calls on job sites, managing crews, and ensuring everything meets code — still requires human judgment that AI simply can't replicate. While AI is taking over time-consuming tasks like scanning designs, processing permits, and organizing project data, that actually makes managers *more* effective rather than replacing them.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is resilient
Solar Energy Installation Managers are labeled "Resilient" because the heart of the job — making real-time safety calls on job sites, managing crews, and ensuring everything meets code — still requires human judgment that AI simply can't replicate. While AI is taking over time-consuming tasks like scanning designs, processing permits, and organizing project data, that actually makes managers *more* effective rather than replacing them.
Read full analysisAnalysis of Current AI Resilience
Solar Install Managers
Updated Quarterly • Last Update: 5/14/2026

Good news first: the work of a Solar Energy Installation Manager is mostly being augmented by AI right now, not replaced. The hands-on, in-the-field decisions — making sure panels are bolted down safely, that subcontractors meet code, that crews go home uninjured — still need human judgment. AI is mainly stepping in to handle the paperwork and planning around those decisions.
According to Solar Power World, AI assistants don't climb roofs or wire solar panels, but they take on the endless rounds of revisions, checks, and approvals that hold projects back, scanning designs against utility requirements, validating loan packets, organizing site-survey data, and pre-filling permitting applications. That's a direct boost to a manager's "reduce costs and increase efficiency" task.
At the same time, real physical automation has arrived on utility-scale jobsites. Solar Power World reports [1] that Maximo, the solar robotics company incubated by AES, has successfully installed 100 MW of solar panels at the AES Bellefield project, a 1-GW project in Kern County, California, with a coordinated fleet of four robot units installing as many as 24 modules per shift hour per person, nearly double the output of traditional installation methods. Managers are now supervising mixed teams of humans and robots, which changes the job but doesn't eliminate it.
A pv magazine USA workforce report [2] confirms this shift, noting that the sector is deploying digital documentation tools and automated site-tracking software, which allow smaller teams of expert journey-level workers to oversee larger groups of semi-skilled laborers.

Adoption is moving quickly, mostly because the industry simply doesn't have enough people. The same pv magazine analysis [2] finds a projected near-term gap of 53,000 positions, with 86% of solar employers reporting difficulty filling open roles, and 47% of firms reporting significant hurdles in hiring directors and supervisors, driven by a lack of candidates with the certifications required for increasingly complex high-voltage and AI-integrated systems. When you can't hire enough people, software and robots become a much easier sell.
The Interstate Renewable Energy Council's 2025 Solar Jobs Census [3] reinforces this picture of a workforce racing to keep up with demand.
Money is pouring in, too. SEIA reports [4] that AI data-center companies are pumping billions into solar and storage to power their own operations, which feeds back into faster construction timelines that benefit from automation. Still, adoption has limits: solar installation is regulated, safety-sensitive, and weather-dependent.
The U.S. Bureau of Labor Statistics Occupational Outlook Handbook [5] projects continued strong employment growth for solar PV workers, and a trade-schools.net analysis [6] of 2026 data points to skilled trades remaining resilient because hands-on troubleshooting is hard to fully automate. For young people eyeing this career: learning the trade plus getting comfortable with AI design, permitting, and fleet-management tools is the winning combo.

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They oversee the setup of solar panels, making sure everything is installed correctly and safely to provide clean energy from the sun.
Median Wage
$78,690
Jobs (2024)
921,600
Growth (2024-34)
+5.3%
Annual Openings
74,400
Education
High school diploma or equivalent
Experience
5 years or more
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Supervise solar installers, technicians, and subcontractors for solar installation projects to ensure compliance with safety standards.
Provide technical assistance to installers, technicians, or other solar professionals in areas such as solar electric systems, solar thermal systems, electrical systems, and mechanical systems.
Develop and maintain system architecture, including all piping, instrumentation, or process flow diagrams.
Coordinate or schedule building inspections for solar installation projects.
Perform start-up of systems for testing or customer implementation.
Plan and coordinate installations of photovoltaic (PV) solar and solar thermal systems to ensure conformance to codes.
Assess potential solar installation sites to determine feasibility and design requirements.
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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