ArXiv TLDR

Hiring Discrimination and the Task Content of Jobs: Evidence from a Large-Scale Résumé Audit

🐦 Tweet
2604.01933

Sharon Braun, Jonathan Bushnell, Zachary Cowell, David Dowling Samuel Goldstein, Andrew Johnson + 4 more

econ.GN

TLDR

A large-scale resume audit reveals hiring discrimination varies with job task content, especially in roles requiring subjective evaluation.

Key contributions

  • Large-scale audit (36k+ apps) links job task content to hiring discrimination patterns.
  • Discrimination is highest in management and jobs with high analytical/interpersonal demands.
  • Subjective evaluation in tasks widens callback gaps; objective precision compresses them.
  • Resume credentials reduce gaps in low-discretion jobs but not in high-discretion roles.

Why it matters

This paper provides robust evidence that hiring discrimination is not uniform but systematically tied to job task content, particularly where subjective evaluation is high. It highlights how early-career exclusion from high-return tasks can perpetuate long-term demographic employment disparities, offering critical insights for policy and practice.

Original Abstract

We conducted a large-scale resume audit of 36,880 applications to 9,220 job advertisements for new college graduates across the United States. Firms express task preferences through job-advertisement text, which we link to occupation-level task measures from O*NET and the American Community Survey. We develop a model in which discrimination increases with evaluative discretion, defined as the share of hiring decisions driven by subjective rather than verifiable assessment. Callback gaps vary systematically with the task content of jobs. In management occupations, callbacks are 28 to 43 percent lower for Black men, Black women, White women, and Hispanic men than for otherwise identical White men. Broad occupation categories conceal important variation in task demands. When jobs are grouped by task intensity, discrimination concentrates in positions combining high analytical and interpersonal demands with low routine content. Decomposing task content into subjective-evaluation and objective-precision components, we find that subjective evaluation widens callback gaps while objective precision compresses them. Customer contact amplifies this divergence, widening gaps in non-routine jobs but not in routine jobs. Randomly assigned resume credentials that increase callbacks on average reduce gaps in low-discretion jobs but not in high-discretion jobs. Early-career exclusion from high-return task bundles may entrench long-run demographic gaps in employment outcomes.

📬 Weekly AI Paper Digest

Get the top 10 AI/ML arXiv papers from the week — summarized, scored, and delivered to your inbox every Monday.