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Predicting Hedge Fund Failure: A Comparison of Risk Measures

Published online by Cambridge University Press:  26 November 2009

Bing Liang  and
Hyuna Park
Bing Liang
Affiliation:
Isenberg School of Management, University of Massachusetts at Amherst, 121 Presidents Dr., Amherst, MA 01003. bliang@som.umass.edu
Hyuna Park
Affiliation:
College of Business, Minnesota State University Mankato, 150 Morris Hall, Mankato, MN 56001. hyuna.park@mnsu.edu
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Abstract

This paper compares downside risk measures that incorporate higher return moments with traditional risk measures such as standard deviation in predicting hedge fund failure. When controlling for investment strategies, performance, fund age, size, lockup, high-water mark, and leverage, we find that funds with larger downside risk have a higher hazard rate. However, standard deviation loses the explanatory power once the other explanatory variables are included in the hazard model. Further, we find that liquidation does not necessarily mean failure in the hedge fund industry. By reexamining the attrition rate, we show that the real failure rate of 3.1% is lower than the attrition rate of 8.7% on an annual basis during the period of 1995–2004.

Information

Type
Research Articles
Information
Journal of Financial and Quantitative Analysis , Volume 45 , Issue 1 , February 2010 , pp. 199 - 222
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2010

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References

Ackermann, C.; McEnally, R.; and Ravenscraft, D.. “The Performance of Hedge Funds: Risk, Return, and Incentives.” Journal of Finance, 54 (1999), 833–874.CrossRefGoogle Scholar
Adrian, T. “Measuring Risk in the Hedge Fund Sector.” Current Issues in Economics and Finance, 13 (2007), Federal Reserve Bank of New York, 1–7.Google Scholar
Agarwal, V.; Fung, W. H.; Loon, Y. C.; and Naik, N. Y.. “Risk and Return in Convertible Arbitrage: Evidence from the Convertible Bond Market and Hedge Funds.” Working Paper, Georgia State University (2009).Google Scholar
Agarwal, V., and Naik, N. Y.. “Risks and Portfolio Decisions Involving Hedge Funds.” Review of Financial Studies, 17 (2004), 63–98.CrossRefGoogle Scholar
Alexander, G. J., and Baptista, A. M.. “A Comparison of VaR and CVaR Constraints on Portfolio Selection with the Mean-Variance Model.” Management Science, 50 (2004), 1261–1273.CrossRefGoogle Scholar
Alexiev, J. “The Impact of Higher Moments on Hedge Fund Risk Exposure.” Journal of Alternative Investments, 7 (2005), 50–65.CrossRefGoogle Scholar
Andersen, P. K., and Gill, R. D.. “Cox’s Regression Model for Counting Processes: A Large Sample Study.” Annals of Statistics, 10 (1982), 1100–1120.CrossRefGoogle Scholar
Aragon, G., and Qian, J.. “Long-Term Asset Management and the Role of High-Water Marks.” Working Paper, Boston College (2005).Google Scholar
Artzner, P.; Delbaen, F.; Eber, J.-M.; and Heath, D.. “Coherent Measures of Risk.” Mathematical Finance, 9 (1999), 203–228.CrossRefGoogle Scholar
Bali, T. G.; Demirtas, K. O.; and Levy, H.. “Is There an Intertemporal Relation between Downside Risk and Expected Returns?” Journal of Financial and Quantitative Analysis, 44 (2009), 883–909.CrossRefGoogle Scholar
Bali, T. G.; Gokcan, S.; and Liang, B.. “Value at Risk and the Cross-Section of Hedge Fund Returns.” Journal of Banking and Finance, 31 (2007), 1135–1166.CrossRefGoogle Scholar
Baquero, G.; Horst, J.; and Verbeek, M.. “Survival, Look-Ahead Bias, and Persistence in Hedge Fund Performance.” Journal of Financial and Quantitative Analysis, 40 (2005), 493–517.CrossRefGoogle Scholar
Brown, S. J.; Goetzmann, W. N.; and Ibbotson, R. G.. “Offshore Hedge Funds: Survival and Performance, 1989–95.” Journal of Business, 72 (1999), 91–117.CrossRefGoogle Scholar
Brown, S. J.; Goetzmann, W. N.; and Park, J.. “Careers and Survival: Competition and Risk in the Hedge Fund and CTA Industry.” Journal of Finance, 56 (2001), 1869–1886.CrossRefGoogle Scholar
Chan, N.; Getmansky, M.; Haas, S. M.; and Lo, A. W.. “Systemic Risk and Hedge Funds.” Working Paper 11200, NBER Conference on the Risks of Financial Institutions (2005).CrossRefGoogle Scholar
Christoffersen, P. F., and Goncalves, S.. “Estimation Risk in Financial Risk Management.” Journal of Risk, 7 (2005), 1–28.CrossRefGoogle Scholar
Cornish, E. A., and Fisher, R. A.. “Moments and Cumulants in the Specification of Distributions.” Review of the International Statistical Institute, 5 (1938), 307–320.CrossRefGoogle Scholar
Cox, D. R. “Regression Models and Life-Tables.” Journal of the Royal Statistical Society, Series B (Methodological), 34 (1972), 187–220.CrossRefGoogle Scholar
Cox, D. R. “Partial Likelihood.” Biometrika, 62 (1975), 269–276.CrossRefGoogle Scholar
Cremers, J.-H.; Kritzman, M.; and Page, S.. “Optimal Hedge Fund Allocations: Do Higher Moments Matter?” Journal of Portfolio Management, 31 (2005), 70–81.CrossRefGoogle Scholar
Derman, E. “The Premium for Hedge Fund Lockups.” Working Paper, Prisma Capital Partners and Columbia University (2006).Google Scholar
Estrada, J. “The Cost of Equity in Emerging Markets: A Downside Risk Approach.” Emerging Markets Quarterly, Fall (2000), 19–30.Google Scholar
Estrada, J. “The Cost of Equity of Internet Stocks: A Downside Risk Approach.” European Journal of Finance, 10 (2004), 239–254.CrossRefGoogle Scholar
Feffer, S., and Kundro, C.. “Understanding and Mitigating Operational Risk in Hedge Fund Investments.” White Paper, The Capital Markets Company, Ltd (2003).Google Scholar
Fung, W., and Hsieh, D. A.. “Empirical Characteristics of Dynamic Trading Strategies: The Case of Hedge Funds.” Review of Financial Studies, 10 (1997), 275–302.CrossRefGoogle Scholar
Fung, W., and Hsieh, D. A.. “Measuring the Market Impact of Hedge Funds.” Journal of Empirical Finance, 7 (2000a), 1–36.CrossRefGoogle Scholar
Fung, W., and Hsieh, D. A.. “Performance Characteristics of Hedge Funds and Commodity Funds: Natural vs. Spurious Biases.” Journal of Financial and Quantitative Analysis, 35 (2000b), 291–307.CrossRefGoogle Scholar
Fung, W.; Hsieh, D. A.; Naik, N. Y.; and Ramadorai, T.. “Hedge Funds: Performance, Risk and Capital Formation.” Journal of Finance, 63 (2008), 1777–1803CrossRefGoogle Scholar
Getmansky, M.; Lo, A. W.; and Makarov, I.. “An Econometric Model of Serial Correlation and Illiquidity in Hedge Funds Returns.” Journal of Financial Economics, 74 (2004), 529–609.CrossRefGoogle Scholar
Getmansky, M.; Lo, A. W.; and Mei, S. X.. “Sifting through the Wreckage: Lessons from Recent Hedge-Fund Liquidations.” Journal of Investment Management, 2 (2004), 6–38.Google Scholar
Giamouridis, D. “Estimation Risk in Financial Risk Management: A Correction.” Journal of Risk, 8 (2006), 121–125.Google Scholar
Goetzmann, W. N.; Ingersoll, J. E.; and Ross, S. A.. “High-Water Marks and Hedge Fund Management Contracts.” Journal of Finance, 58 (2003), 1685–1718.CrossRefGoogle Scholar
Gregoriou, G. N. “Hedge Fund Survival Lifetimes.” Journal of Asset Management, 3 (2002), 237–252.CrossRefGoogle Scholar
Griffiths, W. E.; Hill, R. C.; and Judge, G. G.. Learning and Practicing Econometrics. Hoboken, NJ: John Wiley & Sons, Inc. (1993).Google Scholar
Harvey, C. “Drivers of Expected Returns in International Markets.” Emerging Markets Quarterly, Fall (2000), 32–48.Google Scholar
Jarque, C. M., and Bera, A. K.. “Efficient Tests for Normality, Homoscedasticity and Serial Independence of Regression Residuals.” Economics Letters, 6 (1980), 255–259.CrossRefGoogle Scholar
Jaschke, S. R. “The Cornish-Fisher Expansion in the Context of Delta-Gamma Normal Approximations.” Journal of Risk, 4 (2002), 33–52.CrossRefGoogle Scholar
Johnson, N. L.; Kotz, S.; and Balakrishnan, N.. Continuous Univariate Distributions, Vol. 1 & 2. Hoboken, NJ: John Wiley & Sons (1994).Google Scholar
Jorion, P. “Risk Management Lessons from Long-Term Capital Management.” European Financial Management, 6 (2000a), 277–300.CrossRefGoogle Scholar
Jorion, P. Value at Risk: The New Benchmark for Managing Financial Risk, 2nd ed.New York: McGraw-Hill, (2000b).Google Scholar
Kalbfleisch, J. D., and Prentice, R. L.. The Statistical Analysis of Failure Time Data, 1st ed.Hoboken, NJ: John Wiley & Sons (1980).Google Scholar
Kalbfleisch, J. D., and Prentice, R. L.. The Statistical Analysis of Failure Time Data, 2nd ed.Hoboken, NJ: John Wiley & Sons (2002).CrossRefGoogle Scholar
Liang, B. “On the Performance of Hedge Funds.” Financial Analysts Journal, 55 (1999), 72–85.CrossRefGoogle Scholar
Liang, B. “Hedge Funds: The Living and the Dead.” Journal of Financial and Quantitative Analysis, 35 (2000), 309–326.CrossRefGoogle Scholar
Liang, B. “Alternative Investments: CTAs, Hedge Funds and Funds-of-Funds.” Journal of Investment Management, 2 (2004), 76–93.Google Scholar
Liang, B., and Park, H.. “Risk Measures for Hedge Funds: A Cross-Sectional Approach.” European Financial Management, 13 (2007), 333–370.CrossRefGoogle Scholar
Lo, A. W. “Risk Management for Hedge Funds: Introduction and Overview.” Financial Analysts Journal, 57 (2001), 16–33.CrossRefGoogle Scholar
Lunde, A.; Timmermann, A.; and Blake, D.. “The Hazards of Mutual Fund Underperformance: A Cox Regression Analysis.” Journal of Empirical Finance, 6 (1999), 121–152.CrossRefGoogle Scholar
Malkiel, B. G., and Saha, A.. “Hedge Funds: Risk and Return.” Financial Analysts Journal, 61 (2005), 81–88.CrossRefGoogle Scholar
Mina, J., and Ulmer, A.. “Delta-Gamma Four Ways.” Working Paper, RiskMetrics Group, LLC (1999).Google Scholar
Mitchell, M., and Pulvino, T.. “Characteristics of Risk and Return in Risk Arbitrage.” Journal of Finance, 56 (2001), 2135–2175.CrossRefGoogle Scholar
Rouah, F. “Competing Risks in Hedge Fund Survival.” Working Paper, McGill University (2005).CrossRefGoogle Scholar
Taleb, N. N. “Bleed or Blowup? Why Do We Prefer Asymmetric Payoffs?” Journal of Behavioral Finance, 5 (2004), 2–7.CrossRefGoogle Scholar
Zangari, P. “A VaR Methodology for Portfolios That Include Options.” RiskMetricsTM Monitor, 1st Quarter (1996), 4–12.Google Scholar