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Credit default swaps as indicators of bank financial distress

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  • Avino, Davide E.
  • Conlon, Thomas
  • Cotter, John

Abstract

We examine whether CDS contracts written on individual banks are effective leading indicators of bank financial distress during a period of systemic bank crisis. Changes in CDS spreads are found to yield a robust signal of failure across a set of European and US banks, in keeping with indirect market discipline. Furthermore, changes in CDS spreads provide information about the condition of banks which supplements that available from equity markets and contained in accounting metrics. Our findings hold out-of-sample, for various cohorts, for subordinated CDS spreads, for idiosyncratic changes in CDS and are robust to the use of alternative measures of bank distress, including rating downgrades and accounting risk.

Suggested Citation

  • Avino, Davide E. & Conlon, Thomas & Cotter, John, 2019. "Credit default swaps as indicators of bank financial distress," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 132-139.
  • Handle: RePEc:eee:jimfin:v:94:y:2019:i:c:p:132-139
    DOI: 10.1016/j.jimonfin.2019.03.001
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    1. Sironi, Andrea, 2003. "Testing for Market Discipline in the European Banking Industry: Evidence from Subordinated Debt Issues," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(3), pages 443-472, June.
    2. Avino, Davide & Cotter, John, 2014. "Sovereign and bank CDS spreads: Two sides of the same coin?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 72-85.
    3. Asli Demirguc-Kunt & Enrica Detragiache & Ouarda Merrouche, 2013. "Bank Capital: Lessons from the Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(6), pages 1147-1164, September.
    4. Iftekhar Hasan & Liuling Liu & Gaiyan Zhang, 2016. "The Determinants of Global Bank Credit-Default-Swap Spreads," Journal of Financial Services Research, Springer;Western Finance Association, vol. 50(3), pages 275-309, December.
    5. Gorton, Gary & Santomero, Anthony M, 1990. "Market Discipline and Bank Subordinated Debt," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(1), pages 119-128, February.
    6. Gropp, Reint & Vesala, Jukka & Vulpes, Giuseppe, 2006. "Equity and Bond Market Signals as Leading Indicators of Bank Fragility," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(2), pages 399-428, March.
    7. Francis A. Longstaff & Sanjay Mithal & Eric Neis, 2005. "Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit Default Swap Market," Journal of Finance, American Finance Association, vol. 60(5), pages 2213-2253, October.
    8. 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.
    9. John Goddard & Phil Molyneux & John O.S. Wilson, 2009. "The financial crisis in Europe: evolution, policy responses and lessons for the future," Journal of Financial Regulation and Compliance, Emerald Group Publishing Limited, vol. 17(4), pages 362-380, November.
    10. 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.
    11. Alter, Adrian & Schüler, Yves S., 2012. "Credit spread interdependencies of European states and banks during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3444-3468.
    12. Conlon, Thomas & Cotter, John, 2014. "Anatomy of a bail-in," Journal of Financial Stability, Elsevier, vol. 15(C), pages 257-263.
    13. Blum, Jurg M., 2002. "Subordinated debt, market discipline, and banks' risk taking," Journal of Banking & Finance, Elsevier, vol. 26(7), pages 1427-1441, July.
    14. Bauer, Julian & Agarwal, Vineet, 2014. "Are hazard models superior to traditional bankruptcy prediction approaches? A comprehensive test," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 432-442.
    15. Mark Flannery, 2001. "The Faces of “Market Discipline”," Journal of Financial Services Research, Springer;Western Finance Association, vol. 20(2), pages 107-119, October.
    16. Giovanni Calice & Christos Ioannidis & Julian Williams, 2012. "Credit Derivatives and the Default Risk of Large Complex Financial Institutions," Journal of Financial Services Research, Springer;Western Finance Association, vol. 42(1), pages 85-107, October.
    17. 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.
    18. Phil Molyneux & Klaus Schaeck & Tim Zhou, 2011. "‘Too Systemically Important to Fail’ in Banking," Working Papers 11011, Bangor Business School, Prifysgol Bangor University (Cymru / Wales).
    19. Tigran Poghosyan & Martin Čihak, 2011. "Determinants of Bank Distress in Europe: Evidence from a New Data Set," Journal of Financial Services Research, Springer;Western Finance Association, vol. 40(3), pages 163-184, December.
    20. Petrovic, Ana & Tutsch, Ralf, 2009. "National rescue measures in response to the current financial crisis," Legal Working Paper Series 8, European Central Bank.
    21. Yehning Chen & Iftekhar Hasan, 2011. "Subordinated Debt, Market Discipline, and Bank Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(6), pages 1043-1072, September.
    22. Thorsten Beck & Radomir Todorov & Wolf Wagner, 2013. "Supervising cross-border banks: theory, evidence and policy [Is the international convergence of capital adequacy regulation desirable?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(73), pages 5-44.
    23. Milne, Alistair, 2014. "Distance to default and the financial crisis," Journal of Financial Stability, Elsevier, vol. 12(C), pages 26-36.
    24. Isabelle Distinguin & Philippe Rous & Amine Tarazi, 2006. "Market Discipline and the Use of Stock Market Data to Predict Bank Financial Distress," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(2), pages 151-176, October.
    25. Edwin J. Elton & Martin J. Gruber & Deepak Agrawal & Christopher Mann, 2001. "Explaining the Rate Spread on Corporate Bonds," Journal of Finance, American Finance Association, vol. 56(1), pages 247-277, February.
    26. Beltratti, Andrea & Stulz, René M., 2012. "The credit crisis around the globe: Why did some banks perform better?," Journal of Financial Economics, Elsevier, vol. 105(1), pages 1-17.
    27. Agarwal, Vineet & Taffler, Richard, 2008. "Comparing the performance of market-based and accounting-based bankruptcy prediction models," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1541-1551, August.
    28. Rebel Cole & Lawrence White, 2012. "Déjà Vu All Over Again: The Causes of U.S. Commercial Bank Failures This Time Around," Journal of Financial Services Research, Springer;Western Finance Association, vol. 42(1), pages 5-29, October.
    29. Ballester, Laura & Casu, Barbara & González-Urteaga, Ana, 2016. "Bank fragility and contagion: Evidence from the bank CDS market," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 394-416.
    30. 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.
    31. C. N. V. Krishnan & P. H. Ritchken & J. B. Thomson, 2005. "Monitoring and Controlling Bank Risk: Does Risky Debt Help?," Journal of Finance, American Finance Association, vol. 60(1), pages 343-378, February.
    32. Jian Yang & Yinggang Zhou, 2013. "Credit Risk Spillovers Among Financial Institutions Around the Global Credit Crisis: Firm-Level Evidence," Management Science, INFORMS, vol. 59(10), pages 2343-2359, October.
    33. Robert R. Bliss & Mark J. Flannery, 2002. "Market Discipline in the Governance of U.S. Bank Holding Companies: Monitoring vs. Influencing," Review of Finance, European Finance Association, vol. 6(3), pages 361-396.
    34. Sudheer Chava & Robert A. Jarrow, 2008. "Bankruptcy Prediction with Industry Effects," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 21, pages 517-549, World Scientific Publishing Co. Pte. Ltd..
    35. Betz, Frank & Oprică, Silviu & Peltonen, Tuomas A. & Sarlin, Peter, 2014. "Predicting distress in European banks," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 225-241.
    36. Manganelli, Simone & Altunbas, Yener & Marqués-Ibáñez, David, 2011. "Bank risk during the financial crisis: do business models matter?," Working Paper Series 1394, European Central Bank.
    37. Curry, Timothy J. & Fissel, Gary S. & Hanweck, Gerald A., 2008. "Equity market information, bank holding company risk, and market discipline," Journal of Banking & Finance, Elsevier, vol. 32(5), pages 807-819, May.
    38. Arena, Marco, 2008. "Bank failures and bank fundamentals: A comparative analysis of Latin America and East Asia during the nineties using bank-level data," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 299-310, February.
    39. Acharya, Viral V. & Johnson, Timothy C., 2007. "Insider trading in credit derivatives," Journal of Financial Economics, Elsevier, vol. 84(1), pages 110-141, April.
    40. Mayes, David G., 2004. "Who pays for bank insolvency?," Journal of International Money and Finance, Elsevier, vol. 23(3), pages 515-551, April.
      • David G. Mayes & Aarno Liuksila & Thorsten Beck & Bethany Blowers & Henk Brouwer & Peik Granlund & Christos Hadjiemmanuil & Gerbert Hebbink & Eva H. G. Hüpkes & Eigil Mølgaard & Jón Sigurðsson & Gary , 2004. "Who Pays for Bank Insolvency?," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-52391-3, March.
    41. Eichengreen, Barry & Mody, Ashoka & Nedeljkovic, Milan & Sarno, Lucio, 2012. "How the Subprime Crisis went global: Evidence from bank credit default swap spreads," Journal of International Money and Finance, Elsevier, vol. 31(5), pages 1299-1318.
    42. Oehmke, Martin & Zawadowski, Adam, 2016. "The anatomy of the CDS market," LSE Research Online Documents on Economics 118964, London School of Economics and Political Science, LSE Library.
    43. Miller, Scott & Olson, Eric & Yeager, Timothy J., 2015. "The relative contributions of equity and subordinated debt signals as predictors of bank distress during the financial crisis," Journal of Financial Stability, Elsevier, vol. 16(C), pages 118-137.
    44. Paul Hamalainen & Adrian Pop & Max Hall & Barry Howcroft, 2012. "Did the Market Signal Impending Problems at Northern Rock? An Analysis of Four Financial Instruments," European Financial Management, European Financial Management Association, vol. 18(1), pages 68-87, January.
    45. repec:zbw:bofrdp:2011_020 is not listed on IDEAS
    46. Männasoo, Kadri & Mayes, David G., 2009. "Explaining bank distress in Eastern European transition economies," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 244-253, February.
    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. Jing-Zhi Huang & Ming Huang, 2012. "How Much of the Corporate-Treasury Yield Spread Is Due to Credit Risk?," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(2), pages 153-202.
    49. Flannery, Mark J, 1998. "Using Market Information in Prudential Bank Supervision: A Review of the U.S. Empirical Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(3), pages 273-305, August.
    50. Krainer, John & Lopez, Jose A, 2004. "Incorporating Equity Market Information into Supervisory Monitoring Models," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 1043-1067, December.
    51. Avery, Robert B & Belton, Terrence M & Goldberg, Michael A, 1988. "Market Discipline in Regulating Bank Risk: New Evidence from the Capital Markets," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 20(4), pages 597-610, November.
    52. Suresh Sundaresan & Zhenyu Wang, 2015. "On the Design of Contingent Capital with a Market Trigger," Journal of Finance, American Finance Association, vol. 70(2), pages 881-920, April.
    53. Francesco Cannata & Mario Quagliariello, 2005. "The Value of Market Information in Banking Supervision: Evidence from Italy," Journal of Financial Services Research, Springer;Western Finance Association, vol. 27(2), pages 139-162, April.
    54. Martin Knaup & Wolf Wagner, 2012. "A Market-Based Measure of Credit Portfolio Quality and Banks' Performance During the Subprime Crisis," Management Science, INFORMS, vol. 58(8), pages 1423-1437, August.
    55. 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.
    56. Long Chen & David A. Lesmond & Jason Wei, 2007. "Corporate Yield Spreads and Bond Liquidity," Journal of Finance, American Finance Association, vol. 62(1), pages 119-149, February.
    57. Roberto Blanco & Simon Brennan & Ian W. Marsh, 2005. "An Empirical Analysis of the Dynamic Relation between Investment‐Grade Bonds and Credit Default Swaps," Journal of Finance, American Finance Association, vol. 60(5), pages 2255-2281, October.
    58. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-124, January.
    59. Niu, Jijun, 2008. "Can subordinated debt constrain banks' risk taking?," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1110-1119, June.
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    6. Barboza, Flavio & Altman, Edward, 2024. "Predicting financial distress in Latin American companies: A comparative analysis of logistic regression and random forest models," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
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    8. Spatareanu, Mariana & Manole, Vlad & Kabiri, Ali, 2018. "Exports and bank shocks: Evidence from matched firm-bank data," Structural Change and Economic Dynamics, Elsevier, vol. 47(C), pages 46-56.
    9. Spatareanu, Mariana & Manole, Vlad & Kabiri, Ali, 2018. "Exports and bank shocks: evidence from matched firm-bank data," LSE Research Online Documents on Economics 89982, London School of Economics and Political Science, LSE Library.
    10. Tânia Costa & Júlio Lobão & Luís Pacheco, 2023. "Reassessing bank monitoring models: an empirical analysis of the value of market signals in the period 2008–2020," Journal of Banking Regulation, Palgrave Macmillan, vol. 24(2), pages 206-227, June.
    11. Conlon, Thomas & Cotter, John & Molyneux, Philip, 2020. "Beyond common equity: The influence of secondary capital on bank insolvency risk," Journal of Financial Stability, Elsevier, vol. 47(C).
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