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Gender board diversity and the cost of bank loans

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  • Panagiotis Karavitis
  • Sotirios Kokas
  • Serafeim Tsoukas

Abstract

We examine the relationship between female board representation and the cost of lending, using a dataset of 13,714 loans from 386 banks matched with 2,432 non-financial firms from 1999 to 2013. We find that firms with female directors command lower loan spreads. In addition, female independent directors have a stronger impact on lowering spreads compared to female directors' other attributes. However, as firms build relationships with their lenders this effect becomes less potent. Finally, when we introduce firm-level heterogeneity we document that changes in gender diversity exert a stronger impact on the cost of lending in the case of bank-dependent firms, especially for relationship borrowers.

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  • Panagiotis Karavitis & Sotirios Kokas & Serafeim Tsoukas, 2020. "Gender board diversity and the cost of bank loans," Working Papers 2020_25, Business School - Economics, University of Glasgow.
    • Handle: RePEc:gla:glaewp:2020_25
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    1. Roberts, Michael R., 2015. "The role of dynamic renegotiation and asymmetric information in financial contracting," Journal of Financial Economics, Elsevier, vol. 116(1), pages 61-81.
    2. Cesare Fracassi & Geoffrey Tate, 2012. "External Networking and Internal Firm Governance," Journal of Finance, American Finance Association, vol. 67(1), pages 153-194, February.
    3. Christophe Boone & Walter Hendriks, 2009. "Top Management Team Diversity and Firm Performance: Moderators of Functional-Background and Locus-of-Control Diversity," Management Science, INFORMS, vol. 55(2), pages 165-180, February.
    4. Greenbaum, Stuart I. & Kanatas, George & Venezia, Itzhak, 1989. "Equilibrium loan pricing under the bank-client relationship," Journal of Banking & Finance, Elsevier, vol. 13(2), pages 221-235, May.
    5. David A. Matsa & Amalia R. Miller, 2013. "A Female Style in Corporate Leadership? Evidence from Quotas," American Economic Journal: Applied Economics, American Economic Association, vol. 5(3), pages 136-169, July.
    6. Justin Murfin, 2012. "The Supply-Side Determinants of Loan Contract Strictness," Journal of Finance, American Finance Association, vol. 67(5), pages 1565-1601, October.
    7. Bennouri, Moez & Chtioui, Tawhid & Nagati, Haithem & Nekhili, Mehdi, 2018. "Female board directorship and firm performance: What really matters?," Journal of Banking & Finance, Elsevier, vol. 88(C), pages 267-291.
    8. Gilchrist, Simon & Yankov, Vladimir & Zakrajsek, Egon, 2009. "Credit market shocks and economic fluctuations: Evidence from corporate bond and stock markets," Journal of Monetary Economics, Elsevier, vol. 56(4), pages 471-493, May.
    9. Mark Carey & Greg Nini, 2007. "Is the Corporate Loan Market Globally Integrated? A Pricing Puzzle," Journal of Finance, American Finance Association, vol. 62(6), pages 2969-3007, December.
    10. Güntay, Levent & Hackbarth, Dirk, 2010. "Corporate bond credit spreads and forecast dispersion," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2328-2345, October.
    11. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    12. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    13. repec:hal:journl:hal-02312104 is not listed on IDEAS
    14. Lim, Jongha & Minton, Bernadette A. & Weisbach, Michael S., 2014. "Syndicated loan spreads and the composition of the syndicate," Journal of Financial Economics, Elsevier, vol. 111(1), pages 45-69.
    15. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    16. Tobias Berg & Anthony Saunders & Sascha Steffen, 2016. "The Total Cost of Corporate Borrowing in the Loan Market: Don't Ignore the Fees," Journal of Finance, American Finance Association, vol. 71(3), pages 1357-1392, June.
    17. Denis, David J, 1990. "Defensive Changes in Corporate Payout Policy: Share Repurchases and Special Dividends," Journal of Finance, American Finance Association, vol. 45(5), pages 1433-1456, December.
    18. Minnick, Kristina & Noga, Tracy, 2010. "Do corporate governance characteristics influence tax management?," Journal of Corporate Finance, Elsevier, vol. 16(5), pages 703-718, December.
    19. Hermalin, Benjamin E & Weisbach, Michael S, 1998. "Endogenously Chosen Boards of Directors and Their Monitoring of the CEO," American Economic Review, American Economic Association, vol. 88(1), pages 96-118, March.
    20. Sreedhar T. Bharath & Sandeep Dahiya & Anthony Saunders & Anand Srinivasan, 2009. "Lending Relationships and Loan Contract Terms," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1141-1203.
    21. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    22. Hale, Galina & Santos, João A.C., 2008. "The decision to first enter the public bond market: The role of firm reputation, funding choices, and bank relationships," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1928-1940, September.
    23. Conyon, Martin J. & He, Lerong, 2017. "Firm performance and boardroom gender diversity: A quantile regression approach," Journal of Business Research, Elsevier, vol. 79(C), pages 198-211.
    24. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    25. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    26. Bøhren, Øyvind & Staubo, Siv, 2014. "Does mandatory gender balance work? Changing organizational form to avoid board upheaval," Journal of Corporate Finance, Elsevier, vol. 28(C), pages 152-168.
    27. Sila, Vathunyoo & Gonzalez, Angelica & Hagendorff, Jens, 2016. "Women on board: Does boardroom gender diversity affect firm risk?," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 26-53.
    28. Liu, Yu & Wei, Zuobao & Xie, Feixue, 2014. "Do women directors improve firm performance in China?," Journal of Corporate Finance, Elsevier, vol. 28(C), pages 169-184.
    29. Allen, Franklin, 1990. "The market for information and the origin of financial intermediation," Journal of Financial Intermediation, Elsevier, vol. 1(1), pages 3-30, March.
    30. Kashyap, Anil K & Stein, Jeremy C & Wilcox, David W, 1993. "Monetary Policy and Credit Conditions: Evidence from the Composition of External Finance," American Economic Review, American Economic Association, vol. 83(1), pages 78-98, March.
    31. Gul, Ferdinand A. & Srinidhi, Bin & Ng, Anthony C., 2011. "Does board gender diversity improve the informativeness of stock prices?," Journal of Accounting and Economics, Elsevier, vol. 51(3), pages 314-338, April.
    32. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    33. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    34. Anderson, Ronald C. & Mansi, Sattar A. & Reeb, David M., 2004. "Board characteristics, accounting report integrity, and the cost of debt," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 315-342, September.
    35. Klein, April, 2002. "Audit committee, board of director characteristics, and earnings management," Journal of Accounting and Economics, Elsevier, vol. 33(3), pages 375-400, August.
    36. Adams, Renée B. & Ferreira, Daniel, 2009. "Women in the boardroom and their impact on governance and performance," Journal of Financial Economics, Elsevier, vol. 94(2), pages 291-309, November.
    37. Kenneth R. Ahern & Amy K. Dittmar, 2012. "The Changing of the Boards: The Impact on Firm Valuation of Mandated Female Board Representation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 137-197.
    38. João A. C. Santos, 2011. "Bank Corporate Loan Pricing Following the Subprime Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1916-1943.
    39. Pérez-Martín, A. & Pérez-Torregrosa, A. & Vaca, M., 2018. "Big Data techniques to measure credit banking risk in home equity loans," Journal of Business Research, Elsevier, vol. 89(C), pages 448-454.
    40. Bougheas, Spiros & Mizen, Paul & Yalcin, Cihan, 2006. "Access to external finance: Theory and evidence on the impact of monetary policy and firm-specific characteristics," Journal of Banking & Finance, Elsevier, vol. 30(1), pages 199-227, January.
    41. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    42. Michael Bradley & Michael R. Roberts, 2015. "The Structure and Pricing of Corporate Debt Covenants," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 5(02), pages 1-37.
    43. Paige Fields, L. & Fraser, Donald R. & Subrahmanyam, Avanidhar, 2012. "Board quality and the cost of debt capital: The case of bank loans," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1536-1547.
    44. Sanjeev Bhojraj & Partha Sengupta, 2003. "Effect of Corporate Governance on Bond Ratings and Yields: The Role of Institutional Investors and Outside Directors," The Journal of Business, University of Chicago Press, vol. 76(3), pages 455-476, July.
    45. Almeida, Heitor & Campello, Murillo, 2010. "Financing Frictions and the Substitution between Internal and External Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 589-622, June.
    46. Stephen Bear & Noushi Rahman & Corinne Post, 2010. "The Impact of Board Diversity and Gender Composition on Corporate Social Responsibility and Firm Reputation," Journal of Business Ethics, Springer, vol. 97(2), pages 207-221, December.
    47. Murillo Campello & Long Chen, 2010. "Are Financial Constraints Priced? Evidence from Firm Fundamentals and Stock Returns," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(6), pages 1185-1198, September.
    48. Takanori Tanaka, 2014. "Gender diversity in the boards and the pricing of publicly traded corporate debt: evidence from Japan," Applied Financial Economics, Taylor & Francis Journals, vol. 24(4), pages 247-258, February.
    49. Angbazo, Lazarus A. & Mei, Jianping & Saunders, Anthony, 1998. "Credit spreads in the market for highly leveraged transaction loans," Journal of Banking & Finance, Elsevier, vol. 22(10-11), pages 1249-1282, October.
    50. Muhammad Usman & Muhammad Umar Farooq & Junrui Zhang & Muhammad Abdul Majid Makki & Muhammad Kaleem Khan, 2019. "Female directors and the cost of debt: does gender diversity in the boardroom matter to lenders?," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 34(4), pages 374-392, April.
    51. Manthos D. Delis & Sotirios Kokas & Steven Ongena, 2017. "Bank Market Power and Firm Performance," Review of Finance, European Finance Association, vol. 21(1), pages 299-326.
    52. Benjamin E. Hermalin & Michael S. Weisbach, 2003. "Boards of directors as an endogenously determined institution: a survey of the economic literature," Economic Policy Review, Federal Reserve Bank of New York, vol. 9(Apr), pages 7-26.
    53. Boot, Arnoud W A & Thakor, Anjan V, 1994. "Moral Hazard and Secured Lending in an Infinitely Repeated Credit Market Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(4), pages 899-920, November.
    54. João A. C. Santos & Andrew Winton, 2008. "Bank Loans, Bonds, and Information Monopolies across the Business Cycle," Journal of Finance, American Finance Association, vol. 63(3), pages 1315-1359, June.
    55. Victoria Ivashina & Anna Kovner, 2011. "The Private Equity Advantage: Leveraged Buyout Firms and Relationship Banking," The Review of Financial Studies, Society for Financial Studies, vol. 24(7), pages 2462-2498.
    56. Murillo Campello & Long Chen, 2010. "Are Financial Constraints Priced? Evidence from Firm Fundamentals and Stock Returns," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(6), pages 1185-1198, September.
    57. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
    58. David A. Carter & Betty J. Simkins & W. Gary Simpson, 2003. "Corporate Governance, Board Diversity, and Firm Value," The Financial Review, Eastern Finance Association, vol. 38(1), pages 33-53, February.
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    More about this item

    Keywords

    Gender diversity; Board of directors; Bank loans; Relationship lending;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General

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