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Detecting abnormal changes in credit default swap spreads using matching-portfolio models

Author

Listed:
  • Fabio Bertoni

    (EM - EMLyon Business School)

  • Stefano Lugo

    (Universiteit Utrecht / Utrecht University [Utrecht])

Abstract

We evaluate the size and power of different statistical tests and adjustment methods for matching-portfolio models to detect abnormal changes in credit default swap (CDS) spreads. The sign-test generally dominates the signed-rank test in terms of size, and dominates both the t-test and the signed-rank test in terms of power. Traditional adjustment methods often lead to a misspecified sign-test. We propose a new and parsimonious method (the spread-matched method), which leads to a well-specified and more powerful sign-test. The superiority of the spread-matched method is particularly evident for observations characterized by extreme levels of CDS spread. Analyses of CDS samples differing by contract maturity, data source, and time period confirm these results. We perform an event study on rating downgrades to illustrate how the choice of tests and adjustment methods can affect inference.

Suggested Citation

  • Fabio Bertoni & Stefano Lugo, 2018. "Detecting abnormal changes in credit default swap spreads using matching-portfolio models," Post-Print hal-02312138, HAL.
  • Handle: RePEc:hal:journl:hal-02312138
    DOI: 10.1016/j.jbankfin.2018.03.009
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    as
    1. Doron Kliger & Oded Sarig, 2000. "The Information Value of Bond Ratings," Journal of Finance, American Finance Association, vol. 55(6), pages 2879-2902, December.
    2. Kim, E Han & McConnell, John J & Greenwood, Paul R, 1977. "Capital Structure Rearrangements and Me-First Rules in an Efficient Capital Market," Journal of Finance, American Finance Association, vol. 32(3), pages 789-809, June.
    3. Bálint L. Horváth & Harry Huizinga, 2015. "Does the European Financial Stability Facility Bail Out Sovereigns or Banks? An Event Study," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(1), pages 177-206, February.
    4. Ederington, Louis & Guan, Wei & Yang, Lisa (Zongfei), 2015. "Bond market event study methods," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 281-293.
    5. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    6. 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.
    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. Adrian Pop & Diana Pop, 2009. "Requiem for Market Discipline and the Specter of TBTF in Japanese Banking," Working Papers hal-00419235, HAL.
    9. 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.
    10. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    11. 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.
    12. Afonso, António & Furceri, Davide & Gomes, Pedro, 2012. "Sovereign credit ratings and financial markets linkages: Application to European data," Journal of International Money and Finance, Elsevier, vol. 31(3), pages 606-638.
    13. 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.
    14. 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.
    15. 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.
    16. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    17. 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.
    18. 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.
    19. Antje Berndt & Iulian Obreja, 2010. "Decomposing European CDS Returns," Review of Finance, European Finance Association, vol. 14(2), pages 189-233.
    20. Lechner, Michael, 2011. "The Estimation of Causal Effects by Difference-in-Difference Methods," Foundations and Trends(R) in Econometrics, now publishers, vol. 4(3), pages 165-224, November.
    21. Darren J. Kisgen & Philip E. Strahan, 2010. "Do Regulations Based on Credit Ratings Affect a Firm's Cost of Capital?," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4324-4347, December.
    22. 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.
    23. 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.
    24. Barber, Brad M. & Lyon, John D., 1996. "Detecting abnormal operating performance: The empirical power and specification of test statistics," Journal of Financial Economics, Elsevier, vol. 41(3), pages 359-399, July.
    25. Altman, Edward I. & Rijken, Herbert A., 2004. "How rating agencies achieve rating stability," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2679-2714, November.
    26. Qiu, Jiaping & Yu, Fan, 2012. "Endogenous liquidity in credit derivatives," Journal of Financial Economics, Elsevier, vol. 103(3), pages 611-631.
    27. Augustin, Patrick & Subrahmanyam, Marti G. & Tang, Dragon Yongjun & Wang, Sarah Qian, 2014. "Credit Default Swaps: A Survey," Foundations and Trends(R) in Finance, now publishers, vol. 9(1-2), pages 1-196, December.
    28. 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.
    29. Brown, Stephen J. & Warner, Jerold B., 1980. "Measuring security price performance," Journal of Financial Economics, Elsevier, vol. 8(3), pages 205-258, September.
    30. John D. Lyon & Brad M. Barber & Chih‐Ling Tsai, 1999. "Improved Methods for Tests of Long‐Run Abnormal Stock Returns," Journal of Finance, American Finance Association, vol. 54(1), pages 165-201, February.
    31. Zhang, Gaiyan & Zhang, Sanjian, 2013. "Information efficiency of the U.S. credit default swap market: Evidence from earnings surprises," Journal of Financial Stability, Elsevier, vol. 9(4), pages 720-730.
    32. 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.
    33. 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.
    34. 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.
    35. Ismailescu, Iuliana & Kazemi, Hossein, 2010. "The reaction of emerging market credit default swap spreads to sovereign credit rating changes," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2861-2873, December.
    36. Kevin Aretz & Peter F. Pope, 2013. "Common Factors in Default Risk Across Countries and Industries," European Financial Management, European Financial Management Association, vol. 19(1), pages 108-152, January.
    37. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    38. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    39. Philippe Jorion & Gaiyan Zhang, 2009. "Credit Contagion from Counterparty Risk," Journal of Finance, American Finance Association, vol. 64(5), pages 2053-2087, October.
    40. 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.
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    More about this item

    Keywords

    Event studies; Credit default swaps; Matching-portfolio models; Size and power of tests;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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