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Measuring changes in credit risk: The case of CDS event studies

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  • Andres, Christian
  • Betzer, André
  • Doumet, Markus

Abstract

This paper examines the size and power of test statistics designed to detect abnormal changes in credit risk as measured by credit default swap (CDS) spreads. We follow a simulation approach to examine the statistical properties of normal and abnormal CDS spread changes and assess the performance of normal return models and test statistics. Using daily CDS data, we find parametric test statistics to be generally inferior to non-parametric tests, with the rank test performing best. A CDS factor model based on factors identified in the empirical literature is generally well specified and more powerful in detecting abnormal performance than some of the classical normal return models. Finally, we examine abnormal CDS announcement spread changes around issuer's rating downgrades to demonstrate the effect of different CDS spread change measures and normal return models on event study results.

Suggested Citation

  • Andres, Christian & Betzer, André & Doumet, Markus, 2021. "Measuring changes in credit risk: The case of CDS event studies," Global Finance Journal, Elsevier, vol. 49(C).
  • Handle: RePEc:eee:glofin:v:49:y:2021:i:c:s1044028321000454
    DOI: 10.1016/j.gfj.2021.100647
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    as
    1. Brown, Stephen J. & Warner, Jerold B., 1985. "Using daily stock returns : The case of event studies," Journal of Financial Economics, Elsevier, vol. 14(1), pages 3-31, March.
    2. Sergio Mayordomo & Juan Ignacio Peña & Eduardo S. Schwartz, 2014. "Are All Credit Default Swap Databases Equal?," European Financial Management, European Financial Management Association, vol. 20(4), pages 677-713, September.
    3. Paulo Pereira da Silva, 2016. "Earnings surprises and the response of CDS markets," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 33(3), pages 377-402, August.
    4. Antje Berndt & Iulian Obreja, 2010. "Decomposing European CDS Returns," Review of Finance, European Finance Association, vol. 14(2), pages 189-233.
    5. Lukasz Dopierala & Daria Ilczuk & Liwiusz Wojciechowski, 2020. "Sovereign credit ratings and CDS spreads in Emerging Europe," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 15(3), pages 419-438, September.
    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. Drago, Danilo & Gallo, Raffaele, 2016. "The impact and the spillover effect of a sovereign rating announcement on the euro area CDS market," Journal of International Money and Finance, Elsevier, vol. 67(C), pages 264-286.
    8. Mikkelson, Wayne H., 1981. "Convertible calls and security returns," Journal of Financial Economics, Elsevier, vol. 9(3), pages 237-264, September.
    9. Loughran, Tim & Ritter, Jay R, 1995. "The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
    10. Imbierowicz, Björn & Wahrenburg, Mark, 2013. "Wealth transfer effects between stockholders and bondholders," The Quarterly Review of Economics and Finance, Elsevier, vol. 53(1), pages 23-43.
    11. Bertoni, Fabio & Lugo, Stefano, 2018. "Detecting abnormal changes in credit default swap spreads using matching-portfolio models," Journal of Banking & Finance, Elsevier, vol. 90(C), pages 146-158.
    12. Finnerty, John D. & Miller, Cameron D. & Chen, Ren-Raw, 2013. "The impact of credit rating announcements on credit default swap spreads," Journal of Banking & Finance, Elsevier, vol. 37(6), pages 2011-2030.
    13. 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.
    14. Lee, Jongsub & Naranjo, Andy & Velioglu, Guner, 2018. "When do CDS spreads lead? Rating events, private entities, and firm-specific information flows," Journal of Financial Economics, Elsevier, vol. 130(3), pages 556-578.
    15. Houweling, Patrick & Vorst, Ton, 2005. "Pricing default swaps: Empirical evidence," Journal of International Money and Finance, Elsevier, vol. 24(8), pages 1200-1225, December.
    16. Galil, Koresh & Soffer, Gil, 2011. "Good news, bad news and rating announcements: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 3101-3119, November.
    17. Adrian Pop & Diana Pop, 2009. "Requiem for Market Discipline and the Specter of TBTF in Japanese Banking," Working Papers hal-00419235, HAL.
    18. Barber, Brad M. & Lyon, John D., 1997. "Detecting long-run abnormal stock returns: The empirical power and specification of test statistics," Journal of Financial Economics, Elsevier, vol. 43(3), pages 341-372, March.
    19. Denisa Lleshaj & Jannik Kocian, 2021. "Short selling disclosure and its impact on CDS spreads," The European Journal of Finance, Taylor & Francis Journals, vol. 27(11), pages 1117-1150, July.
    20. Harrington, Scott E. & Shrider, David G., 2007. "All Events Induce Variance: Analyzing Abnormal Returns When Effects Vary across Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(1), pages 229-256, March.
    21. Loon, Yee Cheng & Zhong, Zhaodong Ken, 2014. "The impact of central clearing on counterparty risk, liquidity, and trading: Evidence from the credit default swap market," Journal of Financial Economics, Elsevier, vol. 112(1), pages 91-115.
    22. Galil, Koresh & Shapir, Offer Moshe & Amiram, Dan & Ben-Zion, Uri, 2014. "The determinants of CDS spreads," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 271-282.
    23. Franck Packer & Haibin Zhu, 2005. "Contractual terms and CDS pricing," BIS Quarterly Review, Bank for International Settlements, March.
    24. Marian Micu & Eli M Remolona & Philip D Wooldridge, 2004. "The price impact of rating announcements: evidence from the credit default swap market," BIS Quarterly Review, Bank for International Settlements, June.
    25. Amiri-Moghadam, Sadra & Javadi, Siamak & Rastad, Mahdi, 2021. "The Impact of Stronger Shareholder Control on Bondholders," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(4), pages 1259-1295, June.
    26. Corrado, Charles J. & Zivney, Terry L., 1992. "The Specification and Power of the Sign Test in Event Study Hypothesis Tests Using Daily Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(3), pages 465-478, September.
    27. Rosenstein, Stuart & Wyatt, Jeffrey G., 1990. "Outside directors, board independence, and shareholder wealth," Journal of Financial Economics, Elsevier, vol. 26(2), pages 175-191, August.
    28. Posch, Peter N., 2011. "Time to change. Rating changes and policy implications," Journal of Economic Behavior & Organization, Elsevier, vol. 80(3), pages 641-656.
    29. Norden, Lars, 2017. "Information in CDS spreads," Journal of Banking & Finance, Elsevier, vol. 75(C), pages 118-135.
    30. R. Cont, 2001. "Empirical properties of asset returns: stylized facts and statistical issues," Quantitative Finance, Taylor & Francis Journals, vol. 1(2), pages 223-236.
    31. Kiesel, F. & Kolaric, S. & Schiereck, D., 2016. "Market integration and efficiency of CDS and equity markets," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 77819, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    32. Norden, Lars & Weber, Martin, 2004. "Informational efficiency of credit default swap and stock markets: The impact of credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2813-2843, November.
    33. Blau, Benjamin M. & Roseman, Brian S., 2014. "The reaction of European credit default swap spreads to the U.S. credit rating downgrade," International Review of Economics & Finance, Elsevier, vol. 34(C), pages 131-141.
    34. 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.
    35. Jorion, Philippe & Zhang, Gaiyan, 2007. "Good and bad credit contagion: Evidence from credit default swaps," Journal of Financial Economics, Elsevier, vol. 84(3), pages 860-883, June.
    36. Brown, Stephen J. & Warner, Jerold B., 1980. "Measuring security price performance," Journal of Financial Economics, Elsevier, vol. 8(3), pages 205-258, September.
    37. Mansi, Sattar A. & Qi, Yaxuan & Wald, John K., 2021. "Bond covenants, bankruptcy risk, and the cost of debt," Journal of Corporate Finance, Elsevier, vol. 66(C).
    38. Arnold, Ivo J.M., 2020. "Internet search volumes of UK banks during the crisis: The role of banking structure and business model," Global Finance Journal, Elsevier, vol. 45(C).
    39. Charest, Guy, 1978. "Dividend information, stock returns and market efficiency-II," Journal of Financial Economics, Elsevier, vol. 6(2-3), pages 297-330.
    40. 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.
    41. Michael R King, 2009. "Time to buy or just buying time? The market reaction to bank rescue packages," BIS Working Papers 288, Bank for International Settlements.
    42. Pop, Adrian & Pop, Diana, 2009. "Requiem for market discipline and the specter of TBTF in Japanese banking," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(4), pages 1429-1459, November.
    43. Ritter, Jay R, 1991. "The Long-run Performance of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 46(1), pages 3-27, March.
    44. Hendrik Bessembinder & Kathleen M. Kahle & William F. Maxwell & Danielle Xu, 2009. "Measuring Abnormal Bond Performance," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4219-4258, October.
    45. Bedendo, Mascia & Colla, Paolo, 2015. "Sovereign and corporate credit risk: Evidence from the Eurozone," Journal of Corporate Finance, Elsevier, vol. 33(C), pages 34-52.
    46. A. Craig MacKinlay, 1997. "Event Studies in Economics and Finance," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 13-39, March.
    47. Corrado, Charles J., 1989. "A nonparametric test for abnormal security-price performance in event studies," Journal of Financial Economics, Elsevier, vol. 23(2), pages 385-395, August.
    48. Caitlin Ann Greatrex, 2008. "The Credit Default Swap Market's Reaction to Earnings Announcements," Fordham Economics Discussion Paper Series dp2008-06, Fordham University, Department of Economics.
    49. Wengner, Andreas & Burghof, Hans-Peter & Schneider, Johannes, 2015. "The impact of credit rating announcements on corporate CDS markets—Are intra-industry effects observable?," Journal of Economics and Business, Elsevier, vol. 78(C), pages 79-91.
    50. Bertoni, Fabio & Lugo, Stefano, 2014. "The effect of sovereign wealth funds on the credit risk of their portfolio companies," Journal of Corporate Finance, Elsevier, vol. 27(C), pages 21-35.
    51. Mun, Johnathan C. & Vasconcellos, Geraldo M. & Kish, Richard, 2000. "The Contrarian/Overreaction Hypothesis: An analysis of the US and Canadian stock markets," Global Finance Journal, Elsevier, vol. 11(1-2), pages 53-72.
    52. Boehmer, Ekkehart & Masumeci, Jim & Poulsen, Annette B., 1991. "Event-study methodology under conditions of event-induced variance," Journal of Financial Economics, Elsevier, vol. 30(2), pages 253-272, December.
    53. Alexander Schäfer & Isabel Schnabel & Beatrice Weder di Mauro, 2016. "Financial Sector Reform after the Subprime Crisis: Has Anything Happened?," Review of Finance, European Finance Association, vol. 20(1), pages 77-125.
    54. Penman, Stephen H, 1982. "Insider Trading and the Dissemination of Firms' Forecast Information," The Journal of Business, University of Chicago Press, vol. 55(4), pages 479-503, October.
    55. Charles J. Corrado, 2011. "Event studies: A methodology review," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 51(1), pages 207-234, March.
    56. Siklos, Pierre L., 2011. "Emerging market yield spreads: Domestic, external determinants, and volatility spillovers," Global Finance Journal, Elsevier, vol. 22(2), pages 83-100.
    57. Kiesel, Florian & Kolaric, Sascha & Schiereck, Dirk, 2016. "Market integration and efficiency of CDS and equity markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 209-229.
    58. 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.
    59. Haibin Zhu, 2006. "An Empirical Comparison of Credit Spreads between the Bond Market and the Credit Default Swap Market," Journal of Financial Services Research, Springer;Western Finance Association, vol. 29(3), pages 211-235, June.
    60. Campbell, Cynthia J. & Cowan, Arnold R. & Salotti, Valentina, 2010. "Multi-country event-study methods," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 3078-3090, December.
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    More about this item

    Keywords

    Event study; Credit default swap; Brown-Warner simulation;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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