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Access to Financing and Racial Pay Gap Inside Firms

Author

Listed:
  • Janet Gao
  • Wenting Ma
  • Qiping Xu

Abstract

How does access to financing influence racial pay inequality inside firms? We answer this question using the employer-employee matched data administered by the U.S. Census Bureau and detailed resume data recording workers’ career trajectories. Exploiting exogenous shocks to firms’ debt capacity, we find that better access to debt financing significantly narrows the earnings gap between minority and white workers. Minority workers experience a persistent increase in earnings and also a rise in the pay rank relative to white workers in the same firm. The effect is more pronounced among mid- and high-skill minority workers, in areas where white workers are in shorter supply, and for firms with ex-ante less diverse boards and greater pre-existing racial inequality. With better access to financing, minority workers are also more likely to be promoted or be reassigned to technology-oriented occupations compared to white workers. Our evidence is consistent with access to financing making firms better utilize minority workers’ human capital.

Suggested Citation

  • Janet Gao & Wenting Ma & Qiping Xu, 2023. "Access to Financing and Racial Pay Gap Inside Firms," Working Papers 23-36, Center for Economic Studies, U.S. Census Bureau.
  • Handle: RePEc:cen:wpaper:23-36
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    File URL: https://www2.census.gov/library/working-papers/2023/adrm/ces/CES-WP-23-36.pdf
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    References listed on IDEAS

    as
    1. Harry J. Holzer & Keith R. Ihlanfeldt, 1998. "Customer Discrimination and Employment Outcomes for Minority Workers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 835-867.
    2. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    3. Bernile, Gennaro & Bhagwat, Vineet & Yonker, Scott, 2018. "Board diversity, firm risk, and corporate policies," Journal of Financial Economics, Elsevier, vol. 127(3), pages 588-612.
    4. Favara, Giovanni & Gao, Janet & Giannetti, Mariassunta, 2021. "Uncertainty, access to debt, and firm precautionary behavior," Journal of Financial Economics, Elsevier, vol. 141(2), pages 436-453.
    5. Carlos F. Avenancio-León & Leslie Sheng Shen, 2021. "The Intangible Gender Gap: An Asset Channel of Inequality," International Finance Discussion Papers 1322, Board of Governors of the Federal Reserve System (U.S.).
    6. Levine, Ross & Rubinstein, Yona & Levkov, Alexey, 2014. "Bank Deregulation and Racial Inequality in America," Critical Finance Review, now publishers, vol. 3(1), pages 1-48, January.
    7. Patrick Bayer & Kerwin Kofi Charles, 2018. "Divergent Paths: A New Perspective on Earnings Differences Between Black and White Men Since 1940," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1459-1501.
    8. Holger M. Mueller & Paige P. Ouimet & Elena Simintzi, 2017. "Within-Firm Pay Inequality," The Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3605-3635.
    9. Fatih Guvenen & Serdar Ozkan & Jae Song, 2014. "The Nature of Countercyclical Income Risk," Journal of Political Economy, University of Chicago Press, vol. 122(3), pages 621-660.
    10. Carrington, William J & Troske, Kenneth R, 1998. "Interfirm Segregation and the Black/White Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 16(2), pages 231-260, April.
    11. Conrad Miller & Ian M. Schmutte, 2021. "The Dynamics of Referral Hiring and Racial Inequality: Evidence from Brazil," NBER Working Papers 29246, National Bureau of Economic Research, Inc.
    12. Lars Vilhuber, 2018. "LEHD Infrastructure S2014 files in the FSRDC," Working Papers 18-27r, Center for Economic Studies, U.S. Census Bureau.
    13. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    14. Patrick Kline & Evan K Rose & Christopher R Walters, 2022. "Systemic Discrimination Among Large U.S. Employers [“Teachers and Student Achievement in the Chicago Public High Schools,”]," The Quarterly Journal of Economics, Oxford University Press, vol. 137(4), pages 1963-2036.
    15. Mann, William, 2018. "Creditor rights and innovation: Evidence from patent collateral," Journal of Financial Economics, Elsevier, vol. 130(1), pages 25-47.
    16. John S. Heywood & Daniel Parent, 2012. "Performance Pay and the White-Black Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 30(2), pages 249-290.
    17. Qiping Xu & Taehyun Kim, 2022. "Financial Constraints and Corporate Environmental Policies," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 576-635.
    18. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    19. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    20. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    21. John Haltiwanger & Henry Hyatt & Erika McEntarfer & Liliana Sousa & Stephen Tibbets, 2014. "Firm Age And Size In The Longitudinal Employer-Household Dynamics Data," Working Papers 14-16, Center for Economic Studies, U.S. Census Bureau.
    22. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    23. Nuri Ersahin & Philip Strahan, 2020. "Creditor Rights, Technology Adoption, and Productivity: Plant-Level Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5784-5820.
    24. Joel F Houston & Hongyu Shan, 2022. "Corporate ESG Profiles and Banking Relationships," The Review of Financial Studies, Society for Financial Studies, vol. 35(7), pages 3373-3417.
    25. François Gerard & Lorenzo Lagos & Edson Severnini & David Card, 2021. "Assortative Matching or Exclusionary Hiring? The Impact of Employment and Pay Policies on Racial Wage Differences in Brazil," American Economic Review, American Economic Association, vol. 111(10), pages 3418-3457, October.
    26. Thomas Philippon & Ariell Reshef, 2012. "Wages and Human Capital in the U.S. Finance Industry: 1909--2006," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(4), pages 1551-1609.
    27. Cohn, Jonathan B. & Liu, Zack & Wardlaw, Malcolm I., 2022. "Count (and count-like) data in finance," Journal of Financial Economics, Elsevier, vol. 146(2), pages 529-551.
    28. Lars Vilhuber, 2018. "LEHD Infrastructure S2014 files in the FSRDC," Working Papers 18-27, Center for Economic Studies, U.S. Census Bureau.
    29. repec:eee:labchp:v:3:y:1999:i:pc:p:3143-3259 is not listed on IDEAS
    30. Limor Golan & Carl Sanders & Jonathan James, 2019. "What Explains the Racial Gaps in Task Assignment and Pay Over the Life-Cycle?," 2019 Meeting Papers 320, Society for Economic Dynamics.
    31. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    32. Melissa C. Chow & Teresa C. Fort & Christopher Goetz & Nathan Goldschlag & James Lawrence & Elisabeth Ruth Perlman & Martha Stinson & T. Kirk White, 2021. "Redesigning the Longitudinal Business Database," NBER Working Papers 28839, National Bureau of Economic Research, Inc.
    33. Sandra E. Black & Philip E. Strahan, 2001. "The Division of Spoils: Rent-Sharing and Discrimination in a Regulated Industry," American Economic Review, American Economic Association, vol. 91(4), pages 814-831, September.
    34. Ron S Jarmin & Javier Miranda, 2002. "The Longitudinal Business Database," Working Papers 02-17, Center for Economic Studies, U.S. Census Bureau.
    35. Shaojin Li & Toni M. Whited & Yufeng Wu, 2016. "Collateral, Taxes, and Leverage," The Review of Financial Studies, Society for Financial Studies, vol. 29(6), pages 1453-1500.
    36. Ouimet, Paige & Zarutskie, Rebecca, 2014. "Who works for startups? The relation between firm age, employee age, and growth," Journal of Financial Economics, Elsevier, vol. 112(3), pages 386-407.
    37. Jeremy T. Fox, 2009. "Firm-Size Wage Gaps, Job Responsibility, and Hierarchical Matching," Journal of Labor Economics, University of Chicago Press, vol. 27(1), pages 83-126, January.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Racial Inequality; Diversity; Financing Friction; Access to Debt.;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing
    • G3 - Financial Economics - - Corporate Finance and Governance

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