Learn to Weld
America promised the AI boom. Now it has to build it. The capital is committed. The workforce isn't.
Remember in 2019 when Joe Biden told a bunch of laid off coal workers to “learn to code”? Never mind how economically illiterate that statement is - thinking that labor is fungible - but now in 2026, just seven short years later, those same coders are getting replaced by AI.
Anthropic recently projected an 80x revenue growth for their AI models. And Jacobs just booked $27B in backlog to build the world that promise requires. Capital flows are shifting from tech to construction and that’s the signal going largely unnoticed in an industry that’s been ignored for decades.
Jacobs is the signal. Construction Managers don’t build the job; they organize and administer the moving pieces. Meaning, their backlog is the demand. They’ll be tasked with hiring general contractors, designers, and specialty subs to build the work. A CM’s backlog tells you what the GCs will be bidding on a year from now and breaking ground on the year after that. Companies like Jacobs are on the edge of a wave that hasn’t hit the field yet, and the wave is bigger than anything the industry has seen in a generation.
Before we get too excited, let’s address the workforce problem. 41% of the construction workforce will retire by 2031. 92% of contractors can’t find qualified workers right now. The industry needs 349,000 net new bodies in 2026 alone just to keep up with what’s already on the books, before Jacobs’ backlog even hits the field. Only 9% of the trades are under 25. Twenty years of telling kids to go to college and learn to code, instead of picking up a tool, produced exactly what you’d expect. An empty bench.
This is what “learn to code” built. A generation that can’t wire a panel, set a form, or run a crew. The work is here. The hands aren’t.
Here’s how the money moves. A tech company has an idea, a bank underwrites it, the company hires a CM to organize the build, and the CM puts the work out to bid. Designers and GCs land the contracts, the GCs hire the trades, and the trades put laborers on the job.
Capital flows from a Wall Street balance sheet to a kid running conduit in central Ohio in about eighteen months. That’s where the money’s made. Smart money is looking for the CM’s, GC’s, and specialty subs running the work - not the banks.
The best part is it happens without a federal program, a stimulus check, or a Treasury auction. This is private capital doing what private capital does best and it lands in the places Washington wrote off a generation ago. Data centers don’t get built in Manhattan. They get built in Loudoun County, central Ohio, west Texas, and the Phoenix exurbs - in the towns that watched the factories close and the kids leave.
The only question left is whether America still knows how to build at this scale. We haven’t moved at this tempo since the Interstate system. Transformer lead times run eighteen months. Interconnection queues stretch into the next decade. Permitting takes longer than the construction itself.
The trade base has been hollowed out by a generation of bad advice, and the institutional knowledge of how to run a megaproject is sitting in the heads of men who are about to retire.