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Asymmetric dynamics in the correlations of hedge fund strategy indices: what lessons about financial contagion ?

Author

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  • Franck Martin

    (University of Rennes 1 and CREM)

  • Mai lan Nguyen

    (University of Rennes 1 and CREM)

Abstract

In this paper, we study the eight style categories of hedge funds (Event Driven, Global Macro, Relative Value Arbitrage, Equity Hedge, Absolute Return, Distressed Restructuring, Equity Market Neutral and Merger Arbitrage) from January 2005 to June 2012 in order to examine if the hedge funds returns and correlations are affected by the crisis. This paper improves the AG-DCC-GARCH model, developed by Cappielo et al. (2006), by taking into account structural breaks during turbulent periods. The adjustment of variable Dummy in correlation construction has been verified significant and adequate in our work. We find a sharp increase in the correlations of returns during several turbulent periods, while the eight style-categories of hedge funds are normally weakly correlated with the general evolution of financial markets and also weakly correlated between themselves. This is undoubtedly a significant and untapped financial contagion dimension.

Suggested Citation

  • Franck Martin & Mai lan Nguyen, 2015. "Asymmetric dynamics in the correlations of hedge fund strategy indices: what lessons about financial contagion ?," Economics Bulletin, AccessEcon, vol. 35(4), pages 2110-2125.
    • Handle: RePEc:ebl:ecbull:eb-14-00993
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    References listed on IDEAS

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    1. Jawadi, Fredj & Khanniche, Sabrina, 2012. "Modeling hedge fund exposure to risk factors," Economic Modelling, Elsevier, vol. 29(4), pages 1003-1018.
    2. John Kambhu & Til Schuermann & Kevin J. Stiroh, 2007. "Hedge funds, financial intermediation, and systemic risk," Economic Policy Review, Federal Reserve Bank of New York, vol. 13(Dec), pages 1-18.
    3. Robert F. Engle & Kevin Sheppard, 2001. "Theoretical and Empirical properties of Dynamic Conditional Correlation Multivariate GARCH," NBER Working Papers 8554, National Bureau of Economic Research, Inc.
    4. Nicole M. Boyson & Christof W. Stahel & René M. Stulz, 2010. "Hedge Fund Contagion and Liquidity Shocks," Journal of Finance, American Finance Association, vol. 65(5), pages 1789-1816, October.
    5. Akay, Ozgur (Ozzy) & Senyuz, Zeynep & Yoldas, Emre, 2013. "Hedge fund contagion and risk-adjusted returns: A Markov-switching dynamic factor approach," Journal of Empirical Finance, Elsevier, vol. 22(C), pages 16-29.
    6. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    7. Fung, William & Hsieh, David A, 2001. "The Risk in Hedge Fund Strategies: Theory and Evidence from Trend Followers," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 313-341.
    8. Kenourgios, Dimitris & Samitas, Aristeidis & Paltalidis, Nikos, 2011. "Financial crises and stock market contagion in a multivariate time-varying asymmetric framework," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(1), pages 92-106, February.
    9. Vikas Agarwal, 2004. "Risks and Portfolio Decisions Involving Hedge Funds," The Review of Financial Studies, Society for Financial Studies, vol. 17(1), pages 63-98.
    10. Lorenzo Cappiello & Robert F. Engle & Kevin Sheppard, 2006. "Asymmetric Dynamics in the Correlations of Global Equity and Bond Returns," Journal of Financial Econometrics, Oxford University Press, vol. 4(4), pages 537-572.
    11. Billio, Monica & Getmansky, Mila & Pelizzon, Loriana, 2012. "Dynamic risk exposures in hedge funds," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3517-3532.
    12. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    13. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    14. 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.
    15. Khaled Guesmi & Saoussen Jebri & Abdelkarim Jabri & Frédéric Teulon, 2014. "Are hedge funds uncorrelated with financial markets? An empirical assessment," Working Papers 2014-103, Department of Research, Ipag Business School.
    16. Mr. Ayhan Kose & Mr. Kenneth Rogoff & Mr. Eswar S Prasad & Shang-Jin Wei, 2003. "Effects of Financial Globalization on Developing Countries: Some Empirical Evidence," IMF Occasional Papers 2003/007, International Monetary Fund.
    17. Hyde, Stuart J & Bredin, Don P & Nguyen, Nghia, 2007. "Correlation dynamics between Asia-Pacific, EU and US stock returns," MPRA Paper 9681, University Library of Munich, Germany.
    18. Vrontos, Spyridon D. & Vrontos, Ioannis D. & Giamouridis, Daniel, 2008. "Hedge fund pricing and model uncertainty," Journal of Banking & Finance, Elsevier, vol. 32(5), pages 741-753, May.
    19. Meligkotsidou, Loukia & Vrontos, Ioannis D., 2008. "Detecting structural breaks and identifying risk factors in hedge fund returns: A Bayesian approach," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2471-2481, November.
    20. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
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    Cited by:

    1. Priya Malhotra & Pankaj Sinha, 2024. "Balanced Funds in India Amid COVID-19 Crisis: Spreader of Financial Contagion?," IIM Kozhikode Society & Management Review, , vol. 13(1), pages 7-24, January.

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    More about this item

    Keywords

    Hedge funds; AG-DCC-GARCH; Structural Breaks; Financial crisis; Contagion;
    All these keywords.

    JEL classification:

    • C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
    • G1 - Financial Economics - - General Financial Markets

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