EXPOSED verdict contested
The core of this job — carrying panels up a ladder, lag-bolting rails into rafters you have to find by feel, flashing penetrations so a roof doesn't leak, torquing MC4 connectors, and pulling conduit through an attic in August — is nowhere near robotic reach, and language AI does none of it. What AI does erode is the paperwork layer around the install: shade analysis and array layout, string sizing, permit packages, interconnection applications, and customer proposals are already largely software-generated. Licensure is the soft spot: the modal installer works under a licensed electrician or contractor who signs the permit and owns the liability, so the regulatory shield protects the crew lead and the EC, not every installer.
Headcount grew steadily across the period.
Median pay $44,890 → $53,140 -5.3% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
+42.1% 28,600 → 40,600 on the projections basis
Growing, and only partly exposed
The BLS expects +42.1% more of these jobs by 2034, and at 65/100 the work is only partly exposed — some tasks are automatable, the core of the job is not. Nothing here is in tension.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~4,100 openings a year on average, including replacing people who leave.
InstallerSolar DesignerSolar InstallerSolar ElectricianSolar Panel InstallerSolar Power InstallerSolar System InstallerSolar Electric InstallerResidential Solar InstallerSolar Electric PractitionerSolar Energy System InstallerSolar Technician (Solar Tech)PV Installer (Photovoltaic Installer)PV Technician (Photovoltaic Technician)Solar Site Technician (Solar Site Tech)Installation Technician (Installation Tech)Solar Energy Technician (Solar Energy Tech)Solar Service Technician (Solar Service Tech)PV Panel Installer (Photovoltaic Panel Installer)Solar PV Installer (Solar Photovoltaic Installer)Utility Photovoltaic and Energy Storage TechnicianSolar PV Integrator (Solar Photovoltaic Integrator)PV Testing Technician (Photovoltaic Testing Technician)Solar Field Service Technician (Solar Field Service Tech)
Holding it up: embodiment . Weakest point: liability shield .
Tasks largely resist digitisation Locating rafters through decking, setting standoffs and flashing them watertight, and terminating DC homeruns in a live combiner box are per-roof judgment-and-hands tasks that no software touches — 17 rather than 20 because the design side (string sizing, layout, shade modeling in Aurora/HelioScope) that installers used to do by hand is now generated before you get to the site.
Hands-on in uncontrolled environments You work at height on pitched composition or tile roofs, in attics above 130°F, hauling 50-lb modules up ladders in wind, with fall-arrest anchors you install yourself — 19 because the environment is genuinely uncontrolled and varies every address, short of 20 only because ground-mount and carport work is flatter and increasingly crane-assisted.
Certification preferred, not legally required NABCEP PV Installation Professional is respected but voluntary, and in most states the electrical permit and the AHJ inspection sign-off ride on the licensed electrician or C-46/C-10 contractor, not on the installer torquing the lugs — 9 rather than 4 because a growing number of states require an electrician on the DC side and the crew lead often holds a journeyman card.
Meaningful discretion You decide in the field whether a rafter is too split to bolt, whether a roof plane needs re-flashing before racking, and how to reroute conduit when the plan set conflicts with the actual truss layout — 10 rather than 16 because the array design, module count, and inverter selection arrive fixed from engineering and any real deviation goes back for a revised permit.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (17/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (9/20) is whether the law requires a licensed human to sign. Trust premium (10/20) is whether buyers specifically pay for a person. Judgment and accountability (10/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 29 of this occupation's 65 points (45%).
Embodiment (19/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
Electricians SAFE
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 78/100 — SAFE.
Insurer/warranty-driven credentialing: module and inverter manufacturers, and roof-warranty carriers, voiding coverage unless the penetration and flashing work is done by a certified installer of record who signs off — already partly in motion via roofing manufacturer certified-contractor programs and IRA-era prevailing-wage/apprenticeship bonus credit conditions tied to registered apprenticeship hours
Task-mix shift as design, string sizing, permitting and proposals fully automate: the remaining paid work concentrates in field diagnosis — locating rafters in non-standard framing, retrofit service calls on aging arrays, battery/main-panel-upgrade integration, and code-driven re-work — which is the judgment tier of an occupation that genuinely has two tiers
State licensing boards or codes requiring that PV-specific work be performed by a credentialed individual, not merely supervised by an EC — e.g. expansion of state solar contractor licenses (as in Nevada's C-2g classification, Utah's S-202) plus utility interconnection rules or AHJ inspection checklists that require a NABCEP-certified installer on-site and named on the permit, with personal accountability for rapid-shutdown and arc-fault compliance under NEC 690/705
Growth of storage and load-management scope (NEC 705.12/706, service-panel derating decisions, backup-load prioritization) placing consequential fire- and outage-risk calls on the crew lead rather than the desk designer, especially where AHJs accept field-modified plans
The limit. Embodiment and task_resistance are already near ceiling; there is no realistic route to a trust premium — residential buyers shop on price per watt and choose the salesperson's brand, not the installer, and utility-scale procurement is explicitly cost-driven. The real exposure here is not the AI displacing the hands but automated design/permitting collapsing crew hours per install and squeezing headcount.
| New York-Newark-Jersey City, NY-NJ | 2,190 | $70,130 +32% |
| Los Angeles-Long Beach-Anaheim, CA | 1,930 | $59,600 +12% |
| San Juan-Bayamon-Caguas, PR | 1,700 | $26,860 -49% |
| Houston-Pasadena-The Woodlands, TX | 1,620 | $47,060 -11% |
| Dallas-Fort Worth-Arlington, TX | 1,570 | $48,350 -9% |
| Phoenix-Mesa-Chandler, AZ | 1,000 | $51,200 -4% |
| Austin-Round Rock-San Marcos, TX | 830 | $50,580 -5% |
| Riverside-San Bernardino-Ontario, CA | 790 | $60,050 +13% |
| Kahului-Wailuku, HI | 40 | $78,360 +47% |
| San Francisco-Oakland-Fremont, CA | 710 | $72,150 +36% |
| San Jose-Sunnyvale-Santa Clara, CA | 280 | $71,630 +35% |
ABC7 reported that Rosendin Electric in Orange County developed an autonomous robot used to install components in solar farm construction.
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