AI in HR and the workplace: hiring, management, and what it does to the shape of the job.
2 articles · Updated
The fear is mass layoffs. The data shows something narrower: a 13 percent drop in entry-level employment in exposed fields, while the AI screening those candidates runs under a bias law almost no one enforces.
An AI screening tool is a decision-maker the law treats as yours. Here is the order to deploy one in: inventory, audit, notice, retention, location-mapping, and human review, with the failure mode at each step.
There is no federal AI hiring law, so the rules differ in every state your candidates live in, and they apply where the candidate sits, not where you're headquartered. The tool is one decision; the compliance is fifty.
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