Half the people hired into AI roles have no AI background

Half the people getting hired into AI roles right now have no AI background.

Data on career switchers into AI and data roles puts it at roughly 50%. In sales, content, and engineering, switchers are the majority of new hires, not people who have already worked in the field.

Nobody asks those hires to prove they belong first. They're hired because the skills transfer, and the rest gets learned on the job.

The trades run on a different rule, and it doesn't hold up under the same logic.

• Someone who's run budgets, timelines, and client relationships for a decade shouldn't start at the bottom on-site. That's foreman work, not entry-level work. The skills exist. The pathway to use them doesn't.
• It's the same logic behind why the trades have long recruited well from ex-military: showing up, following procedure, and working safely under a chain of command are habits people already bring, not ones built from zero.
• Judgment and reliability count as much as time on the tools. Employers and recruiters report that career switchers who make the jump often progress faster once they're in it.

They shouldn't have to prove themselves from scratch. Right now, they still do.

The transferable-skills argument already works for AI hiring. It works for the trades too. The training pathway just hasn't caught up yet.

If you've spent years managing people, budgets, or clients — have you actually looked at what that would count for on a site?