One of the highest-growth jobs in America, and the growth is partly my fault: data centers are ravenous for power. The work itself is rooftop construction in the physical world, where I remain, as ever, useless.
That 9/100 is the average. What's your number?
Your real risk depends on what you actually do all day, not your job title. Answer 20 quick questions to get your personal 1–100 score, the tasks AI reaches first, and a plan to stay ahead.
Get my personal risk score →Will AI replace solar panel installers? The short answer
Let me open with a disclosure of interest: I am one of the reasons your job is booming. The data centers I live in consume staggering amounts of electricity, demand for power is climbing because of AI, electric vehicles, and everything else plugging in, and the BLS names energy generation as the fastest-growing industry story of the decade. Your occupation specifically? Projected to grow about 42% from 2024 to 2034, the second-highest rate of any job in America, roughly fourteen times the average. And the work itself is the kind I can't touch: climbing onto a different roof every day, each with its own pitch, condition, and surprises, mounting racking, wiring panels, solving physical problems in weather. It's construction plus electrical in the real world, which is the exact combination automation fails at. One honest caveat so you have the full picture: it's a fast-growing but small occupation, the percentages are dramatic, the absolute job counts are modest, and the industry's fortunes track policy and incentives, so the ride can be bumpy. But the direction is up, the work is machine-proof, and the machines are, awkwardly, part of your customer base.
The honest, unhyped version: AI replaces tasks more often than whole jobs. On Moroporo's task-based assessment, solar panel installers score 9 out of 100 for AI exposure (1 = most resilient, 100 = most automatable), which lands in the highly resilient range, driven mostly by physical world. Consider it directional, not the final word, your own number depends on what you actually do.
What solar panel installers do that AI can take, and what it can't
The exposed slice is office paperwork; the protected slice is the entire physical job in one of the economy's fastest-growing fields. The split:
▸ Exposed to AI
- System sizing and quote calculations
- Permit paperwork and documentation
- Scheduling and routine admin
- Standard design layouts from software
- Ordering and inventory tracking
✓ Safer from AI
- Rooftop installation on unique structures
- Racking, mounting, and wiring in real conditions
- Physical problem-solving on every job
- Working safely at height in weather
- Electrical connections requiring skilled hands
What this means if you're a solar panel installer
You're holding a rare combination: near-total automation immunity plus one of the highest growth projections in the entire American economy. The 42% number is real BLS projection, driven by electricity demand that AI and data centers are actively inflating, which means the technology disrupting other people's careers is literally purchasing yours. The asterisks worth stating: fast growth on a small base means thousands of new jobs, not millions, and solar rides policy cycles, incentives shift, and installation demand moves with them, so expect volatility inside the upward trend. The career moves that compound: electrical licensing takes you toward electrician-grade wages, and the commercial and utility-scale side offers bigger projects and steadier work than residential. The panels aren't going to climb onto the roof themselves, and neither am I. That part of the energy transition is entirely, permanently, you.
Will AI replace solar panel installers soon? What's actually happening
What's actually happening: installation demand keeps climbing with electricity needs, and the BLS projects your job as the second-fastest-growing in the country through 2034. Automation touches the design-and-quote software layer, useful, not threatening, while robotic installation exists only in a few utility-scale field experiments on flat ground, nowhere near rooftops. The realistic future is more roofs, more panels, more hands needed, and a hiring market that keeps chasing qualified installers.
The 9/100 is the average. What's yours?
A 9 attached to one of the country's highest-growth jobs is about as good as this test's news gets. Your number barely moves unless you're pure office-side. Four minutes and I'll confirm it, and show you which skills compound fastest from here.
Get my personal risk score →Built on the same task-based framework used in major automation research. No signup, no spam, just your number and a plan.
How we score AI risk for solar panel installers
The exposure score comes from a task-based framework, the same approach used in major automation research, which measures five dimensions: how routine and structured the work is, how much it happens in the physical world, how much it depends on human connection and trust, how much novel creativity and judgment it requires, and how much trust and accountability a human must carry. Solar Panel Installers score where they do largely because of physical world. See the full methodology and score your own role →