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Do hedge funds bet against beta?

Author

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  • Malakhov, Alexey
  • Riley, Timothy B.
  • Yan, Qing

Abstract

Differences in conditions within the mutual fund and hedge fund industries should lead to different approaches with respect to the low beta anomaly. We find that, unlike most mutual funds, the average hedge fund tends to benefit considerably from the anomaly. About 2.3% per year of apparent alpha for the average hedge fund can be attributed to the low beta anomaly rather than manager skill. Low skill managers rely the most on the anomaly to generate returns, with the most reliant underperforming the least reliant by 5.9% per year.

Suggested Citation

  • Malakhov, Alexey & Riley, Timothy B. & Yan, Qing, 2024. "Do hedge funds bet against beta?," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 1507-1525.
  • Handle: RePEc:eee:reveco:v:93:y:2024:i:pa:p:1507-1525
    DOI: 10.1016/j.iref.2024.04.021
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    1. Susan E. K. Christoffersen & Mikhail Simutin, 2017. "On the Demand for High-Beta Stocks: Evidence from Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 30(8), pages 2596-2620.
    2. Christopher S Jones & Haitao Mo, 2021. "Out-of-Sample Performance of Mutual Fund Predictors [Has U.S. corporate bond market liquidity deteriorated?]," The Review of Financial Studies, Society for Financial Studies, vol. 34(1), pages 149-193.
    3. Shihao Gu & Bryan Kelly & Dacheng Xiu, 2020. "Empirical Asset Pricing via Machine Learning," Review of Finance, European Finance Association, vol. 33(5), pages 2223-2273.
    4. Henriksson, Roy D & Merton, Robert C, 1981. "On Market Timing and Investment Performance. II. Statistical Procedures for Evaluating Forecasting Skills," The Journal of Business, University of Chicago Press, vol. 54(4), pages 513-533, October.
    5. Guanhao Feng & Stefano Giglio & Dacheng Xiu, 2020. "Taming the Factor Zoo: A Test of New Factors," Journal of Finance, American Finance Association, vol. 75(3), pages 1327-1370, June.
    6. William Goetzmann & Jonathan Ingersoll & Zoran Ivkovich, 1998. "Monthly Measurement of Daily Timers," Yale School of Management Working Papers ysm88, Yale School of Management, revised 01 Oct 2000.
    7. Zheng Sun & Ashley Wang & Lu Zheng, 2012. "The Road Less Traveled: Strategy Distinctiveness and Hedge Fund Performance," The Review of Financial Studies, Society for Financial Studies, vol. 25(1), pages 96-143.
    8. Andrew J. Patton & Tarun Ramadorai, 2013. "On the High-Frequency Dynamics of Hedge Fund Risk Exposures," Journal of Finance, American Finance Association, vol. 68(2), pages 597-635, April.
    9. Bali, Turan G. & Brown, Stephen J. & Caglayan, Mustafa Onur, 2012. "Systematic risk and the cross section of hedge fund returns," Journal of Financial Economics, Elsevier, vol. 106(1), pages 114-131.
    10. Sun, Zheng & Wang, Ashley W. & Zheng, Lu, 2018. "Only Winners in Tough Times Repeat: Hedge Fund Performance Persistence over Different Market Conditions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(5), pages 2199-2225, October.
    11. Hany A. Shawky & Ying Wang, 2017. "Can Liquidity Risk Explain Diseconomies of Scale in Hedge Funds?," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 7(02), pages 1-35, June.
    12. Kozak, Serhiy & Nagel, Stefan & Santosh, Shrihari, 2020. "Shrinking the cross-section," Journal of Financial Economics, Elsevier, vol. 135(2), pages 271-292.
    13. David Forsberg & David R. Gallagher & Geoffrey J. Warren, 2022. "Capacity Constraints in Hedge Funds: The Relation between Fund Performance and Cohort Size," Financial Analysts Journal, Taylor & Francis Journals, vol. 78(2), pages 57-77, April.
    14. Vikas Agarwal & Naveen D. Daniel & Narayan Y. Naik, 2009. "Role of Managerial Incentives and Discretion in Hedge Fund Performance," Journal of Finance, American Finance Association, vol. 64(5), pages 2221-2256, October.
    15. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    16. Daniel Edelman & William Fung & David Hsieh & Narayan Naik, 2012. "Funds of hedge funds: performance, risk and capital formation 2005 to 2010," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 26(1), pages 87-108, March.
    17. Joenväärä, Juha & Kosowski, Robert & Tolonen, Pekka, 2019. "The Effect of Investment Constraints on Hedge Fund Investor Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(4), pages 1539-1571, August.
    18. Joachim Freyberger & Andreas Neuhierl & Michael Weber & Andrew KarolyiEditor, 2020. "Dissecting Characteristics Nonparametrically," Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2326-2377.
    19. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    20. Burton G. Malkiel & Atanu Saha, 2005. "Hedge Funds: Risk and Return," Financial Analysts Journal, Taylor & Francis Journals, vol. 61(6), pages 80-88, November.
    21. Charles Cao & Yong Chen & William N. Goetzmann & Bing Liang, 2018. "Hedge Funds and Stock Price Formation," Financial Analysts Journal, Taylor & Francis Journals, vol. 74(3), pages 54-68, July.
    22. Jonathan B. Berk & Richard C. Green, 2004. "Mutual Fund Flows and Performance in Rational Markets," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1269-1295, December.
    23. Frazzini, Andrea & Pedersen, Lasse Heje, 2014. "Betting against beta," Journal of Financial Economics, Elsevier, vol. 111(1), pages 1-25.
    24. Shihao Gu & Bryan Kelly & Dacheng Xiu, 2020. "Empirical Asset Pricing via Machine Learning," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2223-2273.
    25. Richard B. Evans, 2010. "Mutual Fund Incubation," Journal of Finance, American Finance Association, vol. 65(4), pages 1581-1611, August.
    26. repec:bla:jfinan:v:59:y:2004:i:5:p:2013-2040 is not listed on IDEAS
    27. Chengdong Yin, 2016. "The Optimal Size of Hedge Funds: Conflict between Investors and Fund Managers," Journal of Finance, American Finance Association, vol. 71(4), pages 1857-1894, August.
    28. Friend, Irwin & Blume, Marshall E, 1970. "Measurement of Portfolio Performance Under Uncertainty," American Economic Review, American Economic Association, vol. 60(4), pages 561-575, September.
    29. Haugen, Robert A. & Heins, A. James, 1975. "Risk and the Rate of Return on Financial Assets: Some Old Wine in New Bottles," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 10(5), pages 775-784, December.
    30. Goetzmann, William N. & Ingersoll, Jonathan & Ivković, Zoran, 2000. "Monthly Measurement of Daily Timers," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(3), pages 257-290, September.
    31. Malcolm Baker & Brendan Bradley & Jeffrey Wurgler, 2011. "Benchmarks as Limits to Arbitrage: Understanding the Low-Volatility Anomaly," Financial Analysts Journal, Taylor & Francis Journals, vol. 67(1), pages 40-54, January.
    32. Almazan, Andres & Brown, Keith C. & Carlson, Murray & Chapman, David A., 2004. "Why constrain your mutual fund manager?," Journal of Financial Economics, Elsevier, vol. 73(2), pages 289-321, August.
    33. Jeremiah Green & John R. M. Hand & X. Frank Zhang, 2017. "The Characteristics that Provide Independent Information about Average U.S. Monthly Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 30(12), pages 4389-4436.
    34. Cao, Charles & Chen, Yong & Liang, Bing & Lo, Andrew W., 2013. "Can hedge funds time market liquidity?," Journal of Financial Economics, Elsevier, vol. 109(2), pages 493-516.
    35. Chen, Yong & Liang, Bing, 2007. "Do Market Timing Hedge Funds Time the Market?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(4), pages 827-856, December.
    36. Jonathan Ingersoll & Ivo Welch, 2007. "Portfolio Performance Manipulation and Manipulation-proof Performance Measures," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1503-1546, 2007 17.
    37. Benjamin R. Auer & Frank Schuhmacher, 2015. "Liquid Betting against Beta in Dow Jones Industrial Average Stocks," Financial Analysts Journal, Taylor & Francis Journals, vol. 71(6), pages 30-43, November.
    38. Jaewon Choi & Mathias Kronlund, 2018. "Reaching for Yield in Corporate Bond Mutual Funds," The Review of Financial Studies, Society for Financial Studies, vol. 31(5), pages 1930-1965.
    39. Nicolas P.B. Bollen & Juha Joenväärä & Mikko Kauppila, 2021. "Hedge Fund Performance: End of an Era?," Financial Analysts Journal, Taylor & Francis Journals, vol. 77(3), pages 109-132, July.
    40. Geetesh Bhardwaj & Gary B. Gorton & K. Geert Rouwenhorst, 2014. "Editor's Choice Fooling Some of the People All of the Time: The Inefficient Performance and Persistence of Commodity Trading Advisors," The Review of Financial Studies, Society for Financial Studies, vol. 27(11), pages 3099-3132.
    41. Agarwal, Vikas & Green, T. Clifton & Ren, Honglin, 2018. "Alpha or beta in the eye of the beholder: What drives hedge fund flows?," Journal of Financial Economics, Elsevier, vol. 127(3), pages 417-434.
    42. Adam L. Aiken & Christopher P. Clifford & Jesse Ellis, 2013. "Out of the Dark: Hedge Fund Reporting Biases and Commercial Databases," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 208-243.
    43. Ravi Jagannathan & Alexey Malakhov & Dmitry Novikov, 2010. "Do Hot Hands Exist among Hedge Fund Managers? An Empirical Evaluation," Journal of Finance, American Finance Association, vol. 65(1), pages 217-255, February.
    44. Agarwal, Vikas & Daniel, Naveen D. & Naik, Narayan Y., 2009. "Role of managerial incentives and discretion in hedge fund performance," CFR Working Papers 04-04, University of Cologne, Centre for Financial Research (CFR).
    45. Bing Liang, 1999. "On the Performance of Hedge Funds," Financial Analysts Journal, Taylor & Francis Journals, vol. 55(4), pages 72-85, July.
    46. Berk, Jonathan B. & van Binsbergen, Jules H., 2015. "Measuring skill in the mutual fund industry," Journal of Financial Economics, Elsevier, vol. 118(1), pages 1-20.
    47. Linlin Ma & Yuehua Tang & Juan‐Pedro Gómez, 2019. "Portfolio Manager Compensation in the U.S. Mutual Fund Industry," Journal of Finance, American Finance Association, vol. 74(2), pages 587-638, April.
    48. Aggarwal, Rajesh K. & Jorion, Philippe, 2010. "The performance of emerging hedge funds and managers," Journal of Financial Economics, Elsevier, vol. 96(2), pages 238-256, May.
    49. Robert Novy-Marx & Mihail Velikov, 2016. "A Taxonomy of Anomalies and Their Trading Costs," The Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 104-147.
    50. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2015. "Scale and skill in active management," Journal of Financial Economics, Elsevier, vol. 116(1), pages 23-45.
    51. Ang, Andrew & Gorovyy, Sergiy & van Inwegen, Gregory B., 2011. "Hedge fund leverage," Journal of Financial Economics, Elsevier, vol. 102(1), pages 102-126, October.
    52. 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.
    53. Kewei Hou & Chen Xue & Lu Zhang, 2020. "Replicating Anomalies," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2019-2133.
    54. Jordan, Bradford D. & Riley, Timothy B., 2015. "Volatility and mutual fund manager skill," Journal of Financial Economics, Elsevier, vol. 118(2), pages 289-298.
    55. Jun Duanmu & Yongjia Li & Alexey Malakhov, 2020. "Capturing hedge fund risk factor exposures: Hedge fund return replication with ETFs," The Financial Review, Eastern Finance Association, vol. 55(3), pages 405-431, August.
    56. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    57. Aragon, George O., 2007. "Share restrictions and asset pricing: Evidence from the hedge fund industry," Journal of Financial Economics, Elsevier, vol. 83(1), pages 33-58, January.
    58. Caglayan, Mustafa Onur & Celiker, Umut & Sonaer, Gokhan, 2018. "Hedge fund vs. non-hedge fund institutional demand and the book-to-market effect," Journal of Banking & Finance, Elsevier, vol. 92(C), pages 51-66.
    59. David Forsberg & David R. Gallagher & Geoffrey J. Warren, 2021. "Identifying Hedge Fund Skill by Using Peer Cohorts," Financial Analysts Journal, Taylor & Francis Journals, vol. 77(2), pages 97-123, April.
    60. Huang, Jing-Zhi & Wang, Ying, 2013. "Should investors invest in hedge fund-like mutual funds? Evidence from the 2007 financial crisis," Journal of Financial Intermediation, Elsevier, vol. 22(3), pages 482-512.
    61. David E. Rapach & Jack K. Strauss & Guofu Zhou, 2013. "International Stock Return Predictability: What Is the Role of the United States?," Journal of Finance, American Finance Association, vol. 68(4), pages 1633-1662, August.
    62. Sheridan Titman & Cristian Tiu, 2011. "Do the Best Hedge Funds Hedge?," The Review of Financial Studies, Society for Financial Studies, vol. 24(1), pages 123-168.
    63. Christopher S Jones & Haitao Mo & Lauren Cohen, 2021. "Out-of-Sample Performance of Mutual Fund Predictors," Review of Economic Studies, Oxford University Press, vol. 34(1), pages 149-193.
    64. Joni Kokkonen & Matti Suominen, 2015. "Hedge Funds and Stock Market Efficiency," Management Science, INFORMS, vol. 61(12), pages 2890-2904, December.
    65. Zhu, Min, 2018. "Informative fund size, managerial skill, and investor rationality," Journal of Financial Economics, Elsevier, vol. 130(1), pages 114-134.
    66. Roger G. Ibbotson & Peng Chen & Kevin X. Zhu, 2011. "The ABCs of Hedge Funds: Alphas, Betas, and Costs," Financial Analysts Journal, Taylor & Francis Journals, vol. 67(1), pages 15-25, January.
    67. Cremers, Martijn & Petajisto, Antti & Zitzewitz, Eric, 2013. "Should Benchmark Indices Have Alpha? Revisiting Performance Evaluation," Critical Finance Review, now publishers, vol. 2(1), pages 1-48, July.
    68. Daniel Barth & Juha Joenvaara & Mikko Kauppila & Russ Wermers, 2020. "The Hedge Fund Industry is Bigger (and has Performed Better) Than You Think," Working Papers 20-01, Office of Financial Research, US Department of the Treasury.
    69. Duanmu, Jun & Malakhov, Alexey & McCumber, William R., 2018. "Beta Active Hedge Fund Management," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(6), pages 2525-2558, December.
    70. William Fung & David A. Hsieh, 2004. "Hedge Fund Benchmarks: A Risk-Based Approach," Financial Analysts Journal, Taylor & Francis Journals, vol. 60(5), pages 65-80, September.
    71. Agarwal, Vikas & Boyson, Nicole M. & Naik, Narayan Y., 2009. "Hedge Funds for Retail Investors? An Examination of Hedged Mutual Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(2), pages 273-305, April.
    72. Timothy Riley & Qing Yan, 2022. "Maximum Drawdown as Predictor of Mutual Fund Performance and Flows," Financial Analysts Journal, Taylor & Francis Journals, vol. 78(4), pages 59-76, October.
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    More about this item

    Keywords

    Hedge funds; Mutual funds; Factor exposures; Betting against beta; Factor models; Return attribution; Performance evaluation; Alpha; Performance prediction; Beta; Anomaly; Benchmarks; Leverage; Factor timing;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

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