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Bank capital, liquidity creation and the moderating role of bank culture: An investigation using a machine learning approach

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  • Thi Nguyen, Loan Quynh
  • Matousek, Roman
  • Muradoglu, Gulnur

Abstract

This empirical study investigates whether a strong bank culture may help strengthen, weaken, or have no effect on the relationship between regulatory capital and liquidity creation. Using a machine learning approach and banks’ 10-K reports, we first measure the corporate culture of selected bank holding companies (BHCs) in the United State (U.S.) over the period between 1995 and 2019. We find that bank culture does affect the link between regulatory capital and liquidity creation. In particular, while we find that regulatory capital has a negative impact on bank liquidity creation, a strong culture in a bank weakens this negative association. We also find that an increase in asset-side liquidity creation is the main channel through which bank culture exerts its moderating role. Finally, our results are largely driven by smaller banks, banks with a more traditional funding structure and more profitable banks. The results of this study suggest that regulators should consider bank culture as being a crucial element in the monitoring approach when designing bank regulation and supervision.

Suggested Citation

  • Thi Nguyen, Loan Quynh & Matousek, Roman & Muradoglu, Gulnur, 2024. "Bank capital, liquidity creation and the moderating role of bank culture: An investigation using a machine learning approach," Journal of Financial Stability, Elsevier, vol. 72(C).
  • Handle: RePEc:eee:finsta:v:72:y:2024:i:c:s1572308924000500
    DOI: 10.1016/j.jfs.2024.101265
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    1. Zuzana Fungáčová & Laurent Weill & Mingming Zhou, 2017. "Bank Capital, Liquidity Creation and Deposit Insurance," Journal of Financial Services Research, Springer;Western Finance Association, vol. 51(1), pages 97-123, February.
    2. Peek, Joe & Rosengren, Eric, 1995. "Bank regulation and the credit crunch," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 679-692, June.
    3. Allen N. Berger & Christa H. S. Bouwman, 2009. "Bank Liquidity Creation," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3779-3837, September.
    4. Beck, Thorsten & De Jonghe, Olivier & Schepens, Glenn, 2013. "Bank competition and stability: Cross-country heterogeneity," Journal of Financial Intermediation, Elsevier, vol. 22(2), pages 218-244.
    5. Simon Freyaldenhoven & Christian Hansen & Jesse M. Shapiro, 2019. "Pre-event Trends in the Panel Event-Study Design," American Economic Review, American Economic Association, vol. 109(9), pages 3307-3338, September.
    6. Acharya, Viral & Naqvi, Hassan, 2012. "The seeds of a crisis: A theory of bank liquidity and risk taking over the business cycle," Journal of Financial Economics, Elsevier, vol. 106(2), pages 349-366.
    7. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2008. "Alfred Marshall Lecture Social Capital as Good Culture," Journal of the European Economic Association, MIT Press, vol. 6(2-3), pages 295-320, 04-05.
    8. George G. Gordon & Nancy DiTomaso, 1992. "Predicting Corporate Performance From Organizational Culture," Journal of Management Studies, Wiley Blackwell, vol. 29(6), pages 783-798, November.
    9. Nico Voigtländer & Hans-Joachim Voth, 2012. "Persecution Perpetuated: The Medieval Origins of Anti-Semitic Violence in Nazi Germany," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1339-1392.
    10. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    11. Agarwal, Sumit & Amromin, Gene & Ben-David, Itzhak & Chomsisengphet, Souphala & Evanoff, Douglas D., 2014. "Predatory lending and the subprime crisis," Journal of Financial Economics, Elsevier, vol. 113(1), pages 29-52.
    12. Bhattacharya Sudipto & Thakor Anjan V., 1993. "Contemporary Banking Theory," Journal of Financial Intermediation, Elsevier, vol. 3(1), pages 2-50, October.
    13. Tran, Vuong Thao & Lin, Chien-Ting & Nguyen, Hoa, 2016. "Liquidity creation, regulatory capital, and bank profitability," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 98-109.
    14. Goddard, John & McKillop, Donal & Wilson, John O.S., 2008. "The diversification and financial performance of US credit unions," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1836-1849, September.
    15. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2007. "Social Capital as Good Culture," NBER Working Papers 13712, National Bureau of Economic Research, Inc.
    16. Erik P. Gilje & Elena Loutskina & Philip E. Strahan, 2016. "Exporting Liquidity: Branch Banking and Financial Integration," Journal of Finance, American Finance Association, vol. 71(3), pages 1159-1184, June.
    17. Emily Oster, 2019. "Unobservable Selection and Coefficient Stability: Theory and Evidence," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 187-204, April.
    18. Eric Van den Steen, 2010. "Culture Clash: The Costs and Benefits of Homogeneity," Management Science, INFORMS, vol. 56(10), pages 1718-1738, October.
    19. Acharya, Viral V. & Imbierowicz, Björn & Steffen, Sascha & Teichmann, Daniel, 2020. "Does the lack of financial stability impair the transmission of monetary policy?," Journal of Financial Economics, Elsevier, vol. 138(2), pages 342-365.
    20. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2006. "Does Culture Affect Economic Outcomes?," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 23-48, Spring.
    21. Douglas W. Diamond & Raghuram G. Rajan, 2001. "Liquidity Risk, Liquidity Creation, and Financial Fragility: A Theory of Banking," Journal of Political Economy, University of Chicago Press, vol. 109(2), pages 287-327, April.
    22. Roman Horváth & Jakub Seidler & Laurent Weill, 2014. "Bank Capital and Liquidity Creation: Granger-Causality Evidence," Journal of Financial Services Research, Springer;Western Finance Association, vol. 45(3), pages 341-361, June.
    23. Zheng, Chen & (Wai Kong) Cheung, Adrian & Cronje, Tom, 2019. "The moderating role of capital on the relationship between bank liquidity creation and failure risk," Journal of Banking & Finance, Elsevier, vol. 108(C).
    24. Nathan Nunn & Leonard Wantchekon, 2011. "The Slave Trade and the Origins of Mistrust in Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3221-3252, December.
    25. Betsey Stevenson & Justin Wolfers, 2006. "Bargaining in the Shadow of the Law: Divorce Laws and Family Distress," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 267-288.
    26. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    27. Barth, Andreas & Mansouri, Sasan, 2021. "Corporate culture and banking," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 46-75.
    28. Jiang, Liangliang & Levine, Ross & Lin, Chen, 2019. "Competition and Bank Liquidity Creation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(2), pages 513-538, April.
    29. Berger, Allen N. & Sedunov, John, 2017. "Bank liquidity creation and real economic output," Journal of Banking & Finance, Elsevier, vol. 81(C), pages 1-19.
    30. Distinguin, Isabelle & Roulet, Caroline & Tarazi, Amine, 2013. "Bank regulatory capital and liquidity: Evidence from US and European publicly traded banks," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3295-3317.
    31. Rüdiger Fahlenbrach & Robert Prilmeier & René M. Stulz, 2012. "This Time Is the Same: Using Bank Performance in 1998 to Explain Bank Performance during the Recent Financial Crisis," Journal of Finance, American Finance Association, vol. 67(6), pages 2139-2185, December.
    32. Au, Shiu-Yik & Dong, Ming & Tremblay, Andreanne, 2021. "Employee Flexibility, Exogenous Risk, and Firm Value," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(3), pages 853-884, May.
    33. Afrifa, Godfred Adjapong & Gyapong, Ernest & Zalata, Alaa Mansour, 2019. "Buffer capital, loan portfolio quality and the performance of microfinance institutions: A global analysis," Journal of Financial Stability, Elsevier, vol. 44(C).
    34. Pauline Grosjean, 2011. "The Weight of History on European Cultural Integration: A Gravity Approach," American Economic Review, American Economic Association, vol. 101(3), pages 504-508, May.
    35. Berger, Allen N. & Bouwman, Christa H.S., 2017. "Bank liquidity creation, monetary policy, and financial crises," Journal of Financial Stability, Elsevier, vol. 30(C), pages 139-155.
    36. Mourouzidou-Damtsa, Stella & Milidonis, Andreas & Stathopoulos, Konstantinos, 2019. "National culture and bank risk-taking," Journal of Financial Stability, Elsevier, vol. 40(C), pages 132-143.
    37. Nguyen, Thach Vu Hong & Ahmed, Shamim & Chevapatrakul, Thanaset & Onali, Enrico, 2020. "Do stress tests affect bank liquidity creation?," Journal of Corporate Finance, Elsevier, vol. 64(C).
    38. Bernadette A Minton & René M Stulz & Alvaro G Taboada, 2019. "Are the Largest Banks Valued More Highly?," The Review of Financial Studies, Society for Financial Studies, vol. 32(12), pages 4604-4652.
    39. Acharya, Viral V. & Thakor, Anjan V., 2016. "The dark side of liquidity creation: Leverage and systemic risk," Journal of Financial Intermediation, Elsevier, vol. 28(C), pages 4-21.
    40. González, Felipe & Miguel, Edward, 2015. "War and local collective action in Sierra Leone: A comment on the use of coefficient stability approaches," Journal of Public Economics, Elsevier, vol. 128(C), pages 30-33.
    41. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    42. Fiordelisi, Franco & Renneboog, Luc & Ricci, Ornella & Lopes, Saverio Stentella, 2019. "Creative corporate culture and innovation," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 63(C).
    43. Roberto A. Weber & Colin F. Camerer, 2003. "Cultural Conflict and Merger Failure: An Experimental Approach," Management Science, INFORMS, vol. 49(4), pages 400-415, April.
    44. Pyle, David H, 1971. "On the Theory of Financial Intermediation," Journal of Finance, American Finance Association, vol. 26(3), pages 737-747, June.
    45. Coval, Joshua D. & Thakor, Anjan V., 2005. "Financial intermediation as a beliefs-bridge between optimists and pessimists," Journal of Financial Economics, Elsevier, vol. 75(3), pages 535-569, March.
    46. Robert E. Quinn & John Rohrbaugh, 1983. "A Spatial Model of Effectiveness Criteria: Towards a Competing Values Approach to Organizational Analysis," Management Science, INFORMS, vol. 29(3), pages 363-377, March.
    47. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning," NBER Chapters, in: Big Data: Long-Term Implications for Financial Markets and Firms, pages 3265-3315, National Bureau of Economic Research, Inc.
    48. Fiordelisi, Franco & Ricci, Ornella, 2014. "Corporate culture and CEO turnover," Journal of Corporate Finance, Elsevier, vol. 28(C), pages 66-82.
    49. Xiaoqing (Maggie) Fu & Yongjia (Rebecca) Lin & Philip Molyneux, 2016. "Bank Capital And Liquidity Creation In Asia Pacific," Economic Inquiry, Western Economic Association International, vol. 54(2), pages 966-993, April.
    50. Díaz, Violeta & Huang, Ying, 2017. "The role of governance on bank liquidity creation," Journal of Banking & Finance, Elsevier, vol. 77(C), pages 137-156.
    51. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088, March.
    52. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088.
    53. Ahern, Kenneth R. & Daminelli, Daniele & Fracassi, Cesare, 2015. "Lost in translation? The effect of cultural values on mergers around the world," Journal of Financial Economics, Elsevier, vol. 117(1), pages 165-189.
    54. Alain Cohn & Ernst Fehr & Michel André Maréchal, 2017. "Do Professional Norms in the Banking Industry Favor Risk-taking?," The Review of Financial Studies, Society for Financial Studies, vol. 30(11), pages 3801-3823.
    55. McKenzie, David, 2012. "Beyond baseline and follow-up: The case for more T in experiments," Journal of Development Economics, Elsevier, vol. 99(2), pages 210-221.
    56. Flamholtz, Eric, 2001. "Corporate culture and the bottom line," European Management Journal, Elsevier, vol. 19(3), pages 268-275, June.
    57. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning [Machine learning methods that economists should know about]," The Review of Financial Studies, Society for Financial Studies, vol. 34(7), pages 3265-3315.
    58. Bianchi, Nicola & Carretta, Alessandro & Farina, Vincenzo & Fiordelisi, Franco, 2021. "Does espoused risk culture pay? Evidence from European banks," Journal of Banking & Finance, Elsevier, vol. 122(C).
    59. Chien-Chiang Lee & Chih-Wei Wang & Pei-Chin Hong, 2022. "The Dimension of Bank Liquidity Creation: Culture Viewpoint," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(12), pages 3567-3588, September.
    60. Rebecca Henderson & Eric Van den Steen, 2015. "Why Do Firms Have "Purpose"? The Firm's Role as a Carrier of Identity and Reputation," American Economic Review, American Economic Association, vol. 105(5), pages 326-330, May.
    61. Berger, Allen N & Udell, Gregory F, 1994. "Do Risk-Based Capital Allocate Bank Credit and Cause a "Credit Crunch"' in the United States?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 26(3), pages 585-628, August.
    62. Green, T. Clifton & Huang, Ruoyan & Wen, Quan & Zhou, Dexin, 2019. "Crowdsourced employer reviews and stock returns," Journal of Financial Economics, Elsevier, vol. 134(1), pages 236-251.
    63. Li, Kai & Liu, Xing & Mai, Feng & Zhang, Tengfei, 2021. "The Role of Corporate Culture in Bad Times: Evidence from the COVID-19 Pandemic," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(7), pages 2545-2583, November.
    64. Fuxiu Jiang & Kenneth A. Kim & Yunbiao Ma & John R. Nofsinger & Beibei Shi, 2019. "Corporate Culture and Investment–Cash Flow Sensitivity," Journal of Business Ethics, Springer, vol. 154(2), pages 425-439, January.
    65. Berger, Allen N. & Li, Xinming & Morris, Charles S. & Roman, Raluca A., 2021. "The Effects of Cultural Values on Bank Failures around the World," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(3), pages 945-993, May.
    66. Huang, Shu-Chun & Chen, Wei-Da & Chen, Yehning, 2018. "Bank liquidity creation and CEO optimism," Journal of Financial Intermediation, Elsevier, vol. 36(C), pages 101-117.
    67. Berger, Allen N. & Bouwman, Christa H.S. & Kick, Thomas & Schaeck, Klaus, 2016. "Bank liquidity creation following regulatory interventions and capital support," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 115-141.
    68. Donald P. Morgan, 2002. "Rating Banks: Risk and Uncertainty in an Opaque Industry," American Economic Review, American Economic Association, vol. 92(4), pages 874-888, September.
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    More about this item

    Keywords

    Regulatory capital; bank culture; liquidity creation; machine learning;
    All these keywords.

    JEL classification:

    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G40 - Financial Economics - - Behavioral Finance - - - General
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets

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