Hiring

Two field experiments show LLMs improve cover-letter signal quality especially for weaker applicants but do not increase interview invitations. Disclosure of LLM use shifts recruiter valuation toward high-quality human writing, reducing signal informativeness and potentially worsening matching efficiency.