Key Takeaways
- A 2004 field experiment by Bertrand and Mullainathan sent identical resumes differing only in names; white-sounding names received 50% more callbacks than Black-sounding names (9.65% vs. 6.45% callback rate)
- Resumes with African American female names received 25% fewer callbacks compared to identical resumes with white female names in a 2017 replication study across multiple U.S. cities
- In a 2020 audit study by Kline et al., Black applicants for entry-level jobs in Chicago were 36% less likely to get callbacks than white applicants with identical qualifications
- Women with children receive 40% fewer callbacks than women without children and men with children in a 2014 Cornell study by Budig et al.
- In a 2021 Blind survey of 10,000 tech workers, 62% of women reported gender bias in hiring promotions
- Harvard Business Review 2019 analysis found female candidates 30% less likely to be hired for jobs requiring "extreme competence" descriptors
- Over-50 applicants 35% less likely to get callbacks than under-40 in 2021 AARP study
- EEOC age discrimination charges rose 15% to 18,000 in 2022, mostly hiring-related for 40+
- In tech, workers over 35 comprise 20% workforce but only 5% new hires per 2023 Indeed data
- Applicants with disabilities receive 26% fewer callbacks in 2019 U.S. audit by Krumpelmann
- EEOC 2022 disability charges: 25,000 cases, 60% hiring-related for visible disabilities
- A 2021 UK study found wheelchair users 34% less likely shortlisted for office jobs
- Resumes with ethnic-sounding names like "Lakisha" vs "Emily" show 50% callback gap per Bertrand 2004
- A 2022 LinkedIn study found names signaling lower SES reduce interview chances by 22%
- In a 2019 audit, "foreign" accents in voice resumes cut callbacks 24%
Hiring data reveals widespread discrimination across race, gender, age, and disability lines.
Age Bias
Age Bias Interpretation
Disability Bias
Disability Bias Interpretation
Gender Bias
Gender Bias Interpretation
Name/Resume Bias
Name/Resume Bias Interpretation
Racial and Ethnic Bias
Racial and Ethnic Bias Interpretation
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