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The non-monotonic impact of bank size on their default swap spreads: Cross-country evidence

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  • Benbouzid, Nadia
  • Leonida, Leone
  • Mallick, Sushanta K.

Abstract

This paper studies the drivers of bank's credit default swap (CDS) spread, taken as a measure of credit risk, by considering the impact of housing market along with a number of bank level determinants, such as regulatory capital, leverage, size, liquidity, asset quality and operations income ratio. We build upon a unique dataset consisting of 115 banks (during pre- and post-crisis periods) headquartered in 30 countries from both developed and emerging countries. Results suggest that CDS spread is driven by asset quality, liquidity and operations income ratio, while bank size is found to have a non-monotonic impact on CDS spread. If the bank is small, an increase in size reduces the average credit risk. If the bank is large enough, an increase in size raises the latter. From our results we derive the level of bank size that minimizes the CDS spreads. Financial institutions growing beyond this threshold are subject to higher credit risk, implying that smaller and medium sized banks are safer than large banks. When considering the estimates in the periods before and after the 2007 crisis, we further find a different extreme point of bank size in the former (approximately 1642 billion Euros) relative to a significantly lower level of optimal bank size (around 70 billion) in the post-crisis period, implying too-big-to-fail and too-big-to-save in the pre-crisis regime.

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  • Benbouzid, Nadia & Leonida, Leone & Mallick, Sushanta K., 2018. "The non-monotonic impact of bank size on their default swap spreads: Cross-country evidence," International Review of Financial Analysis, Elsevier, vol. 55(C), pages 226-240.
  • Handle: RePEc:eee:finana:v:55:y:2018:i:c:p:226-240
    DOI: 10.1016/j.irfa.2017.09.006
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    as
    1. Hakenes, Hendrik & Schnabel, Isabel, 2011. "Bank size and risk-taking under Basel II," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1436-1449, June.
    2. Adrian, Tobias & Shin, Hyun Song, 2010. "Liquidity and leverage," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 418-437, July.
    3. Kalemli-Ozcan, Sebnem & Sorensen, Bent & Yesiltas, Sevcan, 2012. "Leverage across firms, banks, and countries," Journal of International Economics, Elsevier, vol. 88(2), pages 284-298.
    4. Paltalidis, Nikos & Gounopoulos, Dimitrios & Kizys, Renatas & Koutelidakis, Yiannis, 2015. "Transmission channels of systemic risk and contagion in the European financial network," Journal of Banking & Finance, Elsevier, vol. 61(S1), pages 36-52.
    5. Drago, Danilo & Tommaso, Caterina Di & Thornton, John, 2017. "What determines bank CDS spreads? Evidence from European and US banks," Finance Research Letters, Elsevier, vol. 22(C), pages 140-145.
    6. Alexander, Carol & Kaeck, Andreas, 2008. "Regime dependent determinants of credit default swap spreads," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1008-1021, June.
    7. Castrén, Olli & Rancan, Michela, 2014. "Macro-Networks: An application to euro area financial accounts," Journal of Banking & Finance, Elsevier, vol. 46(C), pages 43-58.
    8. Jalal D. Akhavein & Allen N. Berger & David B. Humphrey, "undated". "The Effects of Megamergers on Efficiency and Prices: Evidence from a Bank Profit Function," Finance and Economics Discussion Series 1997-09, Board of Governors of the Federal Reserve System (U.S.), revised 10 Dec 2019.
    9. Marc R. Saidenberg & Philip E. Strahan, 1999. "Are banks still important for financing large businesses?," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 5(Jul).
    10. Penas, Maria Fabiana & Unal, Haluk, 2004. "Gains in bank mergers: Evidence from the bond markets," Journal of Financial Economics, Elsevier, vol. 74(1), pages 149-179, October.
    11. Demirgüç-Kunt, Asli & Huizinga, Harry, 2013. "Are banks too big to fail or too big to save? International evidence from equity prices and CDS spreads," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 875-894.
    12. Christie, Andrew A., 1982. "The stochastic behavior of common stock variances : Value, leverage and interest rate effects," Journal of Financial Economics, Elsevier, vol. 10(4), pages 407-432, December.
    13. Jiri Podpiera & Ms. Inci Ötker, 2010. "The Fundamental Determinants of Credit Default Risk for European Large Complex Financial Institutions," IMF Working Papers 2010/153, International Monetary Fund.
    14. Darrell Duffie, 2008. "Innovations in credit risk transfer: implications for financial stability," BIS Working Papers 255, Bank for International Settlements.
    15. John H. Boyd & Mark Gertler, 1993. "US Commercial Banking: Trends, Cycles, and Policy," NBER Chapters, in: NBER Macroeconomics Annual 1993, Volume 8, pages 319-377, National Bureau of Economic Research, Inc.
    16. Flannery, Mark J & Sorescu, Sorin M, 1996. "Evidence of Bank Market Discipline in Subordinated Debenture Yields: 1983-1991," Journal of Finance, American Finance Association, vol. 51(4), pages 1347-1377, September.
    17. Edward J. Kane, 2000. "Incentives for banking megamergers: what motives might regulators infer from event-study evidence?," Proceedings, Federal Reserve Bank of Cleveland, pages 671-705.
    18. Stewart C. Myers & Raghuram G. Rajan, 1998. "The Paradox of Liquidity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 733-771.
    19. Ilias Lekkos & Costas Milas, 2001. "Identifying the Factors that Affect Interest‐Rate Swap Spreads: Some Evidence from the United States and the United Kingdom," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 21(8), pages 737-768, August.
    20. Leone Leonida & Dario Maimone Ansaldo Patti & Pietro Navarra, 2013. "Testing the Political Replacement Effect: A Panel Data Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(6), pages 785-805, December.
    21. Tobias Adrian & Hyun Song Shin, 2008. "Financial intermediary leverage and value at risk," Staff Reports 338, Federal Reserve Bank of New York.
    22. Douglas Evanoff & Larry Wall, 2001. "Sub-debt Yield Spreads as Bank Risk Measures," Journal of Financial Services Research, Springer;Western Finance Association, vol. 20(2), pages 121-145, October.
    23. Frederic S. Mishkin, 2006. "How Big a Problem is Too Big to Fail? A Review of Gary Stern and Ron Feldman's Too Big to Fail: The Hazards of Bank Bailouts," Journal of Economic Literature, American Economic Association, vol. 44(4), pages 988-1004, December.
    24. Goodhart, C.A.E., 2014. "The parlous state of macroeconomics and the optimal financial structure," International Review of Financial Analysis, Elsevier, vol. 36(C), pages 78-83.
    25. In, Francis & Brown, Rob & Fang, Victor, 2003. "Modeling volatility and changes in the swap spread," International Review of Financial Analysis, Elsevier, vol. 12(5), pages 545-561.
    26. De Socio, Antonio, 2013. "The interbank market after the financial turmoil: Squeezing liquidity in a “lemons market” or asking liquidity “on tap”," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1340-1358.
    27. John Y. Campbell & Glen B. Taksler, 2003. "Equity Volatility and Corporate Bond Yields," Journal of Finance, American Finance Association, vol. 58(6), pages 2321-2350, December.
    28. Froot, Kenneth A. & Stein, Jeremy C., 1998. "Risk management, capital budgeting, and capital structure policy for financial institutions: an integrated approach," Journal of Financial Economics, Elsevier, vol. 47(1), pages 55-82, January.
    29. Qiu, Jiaping & Yu, Fan, 2012. "Endogenous liquidity in credit derivatives," Journal of Financial Economics, Elsevier, vol. 103(3), pages 611-631.
    30. Ericsson, Jan & Jacobs, Kris & Oviedo, Rodolfo, 2009. "The Determinants of Credit Default Swap Premia," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(1), pages 109-132, February.
    31. Benbouzid, Nadia & Mallick, Sushanta K. & Sousa, Ricardo M., 2017. "Do country-level financial structures explain bank-level CDS spreads?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 48(C), pages 135-145.
    32. Gorton, Gary B. & Pennacchi, George G., 1995. "Banks and loan sales Marketing nonmarketable assets," Journal of Monetary Economics, Elsevier, vol. 35(3), pages 389-411, June.
    33. Gerard Caprio & Asli Demirgüç-Kunt & Edward J. Kane, 2010. "The 2007 Meltdown in Structured Securitization: Searching for Lessons, not Scapegoats," The World Bank Research Observer, World Bank, vol. 25(1), pages 125-155, February.
    34. José E. Gómez-Gonzalez & Nicholas M. Kiefer, 2009. "Bank Failure: Evidence From The Colombian Financial Crisis," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 3(2), pages 15-31.
    35. Douglas W. Diamond & Raghuram G. Rajan, 2005. "Liquidity Shortages and Banking Crises," Journal of Finance, American Finance Association, vol. 60(2), pages 615-647, April.
    36. 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.
    37. Annaert, Jan & De Ceuster, Marc & Van Roy, Patrick & Vespro, Cristina, 2013. "What determines Euro area bank CDS spreads?," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 444-461.
    38. Duffie, Darrell & Singleton, Kenneth J, 1999. "Modeling Term Structures of Defaultable Bonds," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 687-720.
    39. Reint Gropp & Jukka M. Vesala & Giuseppe Vulpes, 2004. "Market indicators, bank fragility, and indirect market discipline," Economic Policy Review, Federal Reserve Bank of New York, issue Sep, pages 53-62.
    40. Laura Chiaramonte & Barbara Casu, 2013. "The determinants of bank CDS spreads: evidence from the financial crisis," The European Journal of Finance, Taylor & Francis Journals, vol. 19(9), pages 861-887, October.
    41. Hull, John & Predescu, Mirela & White, Alan, 2004. "The relationship between credit default swap spreads, bond yields, and credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2789-2811, November.
    42. Huberto M. Ennis & H. S. Malek, 2005. "Bank risk of failure and the too-big-to-fail policy," Economic Quarterly, Federal Reserve Bank of Richmond, vol. 91(Spr), pages 21-44.
    43. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    44. Christoph Benkert, 2004. "Explaining credit default swap premia," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 24(1), pages 71-92, January.
    45. Tobias Adrian & Hyun Song Shin, 2009. "Money, Liquidity, and Monetary Policy," American Economic Review, American Economic Association, vol. 99(2), pages 600-605, May.
    46. Froot, Kenneth A & Scharfstein, David S & Stein, Jeremy C, 1993. "Risk Management: Coordinating Corporate Investment and Financing Policies," Journal of Finance, American Finance Association, vol. 48(5), pages 1629-1658, December.
    47. Völz, Manja & Wedow, Michael, 2011. "Market discipline and too-big-to-fail in the CDS market: Does banks' size reduce market discipline?," Journal of Empirical Finance, Elsevier, vol. 18(2), pages 195-210, March.
    48. Fabozzi, Frank J. & Cheng, Xiaolin & Chen, Ren-Raw, 2007. "Exploring the components of credit risk in credit default swaps," Finance Research Letters, Elsevier, vol. 4(1), pages 10-18, March.
    49. Michael Koetter & Mr. Tigran Poghosyan & Thomas Kick, 2010. "Recovery Determinants of Distressed Banks: Regulators, Market Discipline, or the Environment?," IMF Working Papers 2010/027, International Monetary Fund.
    50. Kizys, Renatas & Paltalidis, Nikos & Vergos, Konstantinos, 2016. "The quest for banking stability in the euro area: The role of government interventions," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 40(C), pages 111-133.
    51. Benbouzid, Nadia & Mallick, Sushanta, 2013. "Determinants of bank credit default swap spreads: The role of the housing sector," The North American Journal of Economics and Finance, Elsevier, vol. 24(C), pages 243-259.
    52. Young Ho Eom, 2004. "Structural Models of Corporate Bond Pricing: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 499-544.
    53. Rubia, Antonio & Sanchis-Marco, Lidia & Serrano, Pedro, 2016. "Market frictions and the pricing of sovereign credit default swaps," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 223-252.
    54. Mistrulli, Paolo Emilio, 2011. "Assessing financial contagion in the interbank market: Maximum entropy versus observed interbank lending patterns," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1114-1127, May.
    55. Craig O. Brown & I. Serdar Dinç, 2011. "Too Many to Fail? Evidence of Regulatory Forbearance When the Banking Sector Is Weak," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1378-1405.
    56. Guo, Guixia & Wu, Ho-Mou, 2014. "A study on risk retention regulation in asset securitization process," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 61-71.
    57. Flannery, Mark J, 1994. "Debt Maturity and the Deadweight Cost of Leverage: Optimally Financing Banking Firms," American Economic Review, American Economic Association, vol. 84(1), pages 320-331, March.
    58. Demsetz, Rebecca S & Strahan, Philip E, 1997. "Diversification, Size, and Risk at Bank Holding Companies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 300-313, August.
    59. John Geanakoplos & Ana Fostel, 2008. "Leverage Cycles and the Anxious Economy," American Economic Review, American Economic Association, vol. 98(4), pages 1211-1244, September.
    60. Pierre Collin-Dufresn & Robert S. Goldstein & J. Spencer Martin, 2001. "The Determinants of Credit Spread Changes," Journal of Finance, American Finance Association, vol. 56(6), pages 2177-2207, December.
    61. Antão, Paula & Lacerda, Ana, 2011. "Capital requirements under the credit risk-based framework," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1380-1390, June.
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    More about this item

    Keywords

    Bank CDS spread; Leverage; Capital requirements; Liquidity; Asset quality; Bank size; Too-big-to-fail financial institutions; Financial crisis;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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