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AI-FOR-HR-RECRUITING5 MIN READ

Keep Accountability Above the Model

Separate AI assistance from the human decisions that require accountability in recruiting.

A model can inform a hiring decision without becoming the owner of it. NIST's AI Risk Management Framework is useful in recruiting because it frames AI systems as socio-technical: risks come not only from the model, but from how people use it, trust it, and embed it into workflows. In hiring, the highest-risk mistake is not only biased output. It is allowing generated output to carry authority that no one can defend. What accountable use looks like Accountable use means each AI-assisted recruiting step has a named human owner. If AI drafts a JD, someone approves the requirements. If AI…

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