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Multifactor Evaluation of Style Rotation

Published online by Cambridge University Press:  06 April 2009

Kevin Q. Wang
Affiliation:
[email protected], Rotman School of Management, University of Toronto, 105 St. George Street, Toronto, Ontario, M5S 3E6, Canada, and Department of Finance, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong.

Abstract

A growing literature documents that various strategies of rotating across equity styles generate significant returns. However, the conventional risk adjustment regression is problematic in evaluating the gains from style rotation. I propose a weight-based multifactor risk adjustment approach as a solution. When interpreted as a performance attribution procedure, this approach extends Sharpe's (1992) classic method by emphasizing factor loading rotation. I use a logit-based timing strategy to show that the conventional procedure produces misleading results and the new method leads to the opposite conclusion.

Type
Research Article
Copyright
Copyright © School of Business Administration, University of Washington 2005

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References

Ahmed, P.; Lockwood, L. J.; and Nanda, S.. “Multistyle Rotation Strategies.” Journal of Portfolio Management, 28 (2002), 1729.CrossRefGoogle Scholar
Allen, F., and Karjalainen, R.. “Using Genetic Algorithms to Find Technical Trading Rules.” Journal of Financial Economics, 51 (1999), 245271.CrossRefGoogle Scholar
Asness, C. S.; Friedman, J. A.; Krial, R. J.; and Liew, J. M.. “Style Timing: Value versus Growth.” Journal of Portfolio Management, 26 (2000), 5060.CrossRefGoogle Scholar
Banz, R. W.The Relationship between Return and Market Value of Common Stocks.” Journal of Financial Economics, 9 (1981), 318.CrossRefGoogle Scholar
Barberis, N., and Shleifer, A.. “Style Investing.” Journal of Financial Economics, 68 (2003), 161199.CrossRefGoogle Scholar
Beinstein, R.Style Investing: Unique Insight into Equity Management. New York, NY: John Wiley & Sons (1995).Google Scholar
Brock, W.; Lakonishok, J.; and LeBaron, B.. “Simple Technical Trading Rules and the Stochastic Properties of Stock Returns.” Journal of Finance, 47 (1992), 17311764.CrossRefGoogle Scholar
Brown, S. J.The Number of Factors in Security Returns.” Journal of Finance, 44 (1989), 12471262.CrossRefGoogle Scholar
Brown, S. J., and Goetzmann, W. N.. “Mutual Fund Styles.” Journal of Financial Economics, 43 (1997), 373399.CrossRefGoogle Scholar
Brown, S. J., and Goetzmann, W. N.. “Hedge Funds with Style.” Journal of Portfolio Management, 29 (2003), 101112.CrossRefGoogle Scholar
Brown, S. J.; Goetzmann, W. N.; and Kumar, A.. “The Dow Theory: William Peter Hamilton's Track Record Reconsidered.” Journal of Finance, 53 (1998), 13111333.CrossRefGoogle Scholar
Chordia, T., and Shivakumar, L.. “Momentum, Business Cycle, and Time-Varying Expected Returns.” Journal of Finance, 57 (2002), 9851019.CrossRefGoogle Scholar
Conrad, J., and Kaul, G.. “An Anatomy of Trading Strategies.” Review of Financial Studies, 11 (1998), 489519.CrossRefGoogle Scholar
Daniel, K.; Grinblatt, M.; Titman, S.; and Wermers, R.. “Measuring Mutual Fund Performance with Characteristic-Based Benchmarks.” Journal of Finance, 52 (1997), 10351058.Google Scholar
Dybvig, P. H., and Ross, S. A.. “The Analytics of Performance Measurement Using a Security Market Line.” Journal of Finance, 40 (1985), 401416.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Business Conditions and Expected Returns on Stocks and Bonds.” Journal of Financial Economics, 25 (1989), 2349.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “The Cross Section of Expected Stock Returns.” Journal of Finance, 47 (1992), 427465.Google Scholar
Fama, E. F., and French, K. R.. “Common Risk Factors in the Returns on Bonds and Stocks.” Journal of Financial Economics, 33 (1993), 356.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Multifactor Explanations of Asset Pricing Anomalies.” Journal of Finance, 51 (1996), 5584.CrossRefGoogle Scholar
Fan, S. C. “Equity Style Timing and Allocation.” In Equity Style Management: Evaluating and Selecting Investment Styles, Klein, R. A. and Lederman, J., eds. Chicago, IL: Irwin (1995).Google Scholar
Ferson, W. E., and Harvey, C. R.. “The Variation of Economic Risk Premiums.” Journal of Political Economy, 99 (1991), 385415.CrossRefGoogle Scholar
Ferson, W. E., and Harvey, C. R.. “Conditioning Variables and the Cross Section of Stock Returns, Journal of Finance, 54 (1999), 13251360.CrossRefGoogle Scholar
Ferson, W. E., and Khang, K.. “Conditional Performance Measurement Using Portfolio Weights: Evidence for Pension Funds.” Journal of Financial Economics, 65 (2002), 249282.CrossRefGoogle Scholar
Ferson, W. E., and Schadt, R.. “Measuring Fund Strategy and Performance in Changing Economic Conditions, Journal of Finance, 51 (1996), 425461.CrossRefGoogle Scholar
Fung, W., and Hsieh, D. A.. “Empirical Characteristics of Dynamic Trading Strategies: The Case of Hedge Funds.” Review of Financial Studies, 10 (1997), 275302.CrossRefGoogle Scholar
Grinblatt, M., and Titman, S.. “Performance Measurement without Benchmarks: An Examination of Mutual Fund Returns.” Journal of Business, 66 (1993), 4768.CrossRefGoogle Scholar
Grundy, B. D., and Martin, J. S.. “Understanding the Nature of the Risks and Source of the Rewards to Momentum Investing.” Review of Financial Studies, 14 (2001), 2978.CrossRefGoogle Scholar
Haugen, R. A., and Baker, N. L.. “Commonality in the Determinants of Expected Stock Returns.” Journal of Financial Economics, 41 (1996), 401439.CrossRefGoogle Scholar
Ibbotson, R. G., and Kaplan, P. D.. “Does Asset Allocation Policy Explain 40, 90, or 100 Percent of Performance?Financial Analysts Journal, 56 (2000), 2633.CrossRefGoogle Scholar
Jegadeesh, N., and Titman, S.. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance, 48 (1993), 6591.CrossRefGoogle Scholar
Jegadeesh, N., and Titman, S.. “Profitability of Momentum Strategies: An Evaluation of Alternative Explanations.” Journal of Finance, 56 (2001), 699720.CrossRefGoogle Scholar
Jensen, M. “The Performance of Mutual Funds in the Period 1945–1964.” Journal of Finance, 23 (1968), 389416.Google Scholar
Kao, D. L., and Shumaker, R. D.. “Equity Style Timing.” Financial Analysts Journal, 55 (1999), 3748.CrossRefGoogle Scholar
Lakonishok, J.; Shleifer, A.; and Vishny, R. W.. “Contrarian Investment, Extrapolation, and Risk.” Journal of Finance, 49 (1994), 15411578.CrossRefGoogle Scholar
Leinweber, D. J.; Arnott, R. D.; and Luck, C. G.. “The Many Sides of Equity Style: Quantitative Management of Core, Value, and Growth Portfolios.” In The Handbook of Equity Style Management, Coggin, T. D., Fabozzi, F. J., and Arnott, R. D., eds. New Hope, PA: Frank J. Fabozzi Associates (1997).Google Scholar
Levis, M., and Liodakis, M.. “The Profitability of Style Rotation Strategies in the United Kingdom.” Journal of Portfolio Management, (1999), 7386.CrossRefGoogle Scholar
Liew, J., and Vassalou, M.. “Can Book-to-Market, Size and Momentum Be Risk Factors that Predict Economic Growth?Journal of Financial Economics, 57 (2000), 221245.CrossRefGoogle Scholar
Lo, A. W., and MacKinlay, A. G.. “When Are Contrarian Profits due to Stock Market Overreaction?Review of Financial Studies, 3 (1990), 175205.CrossRefGoogle Scholar
Lo, A. W.; Mamaysky, H.; and Wang, J.. “Foundations of Technical Analysis: Computational Algorithms, Statistical Inference, and Empirical Implementation.” Journal of Finance, 55 (2000), 17051765.CrossRefGoogle Scholar
Lucas, A.; Dijk, R. van; and Kloek, T.. “Stock Selection, Style Rotation, and Risk.” Journal of Empirical Finance, 9 (2002), 134.CrossRefGoogle Scholar
MacKinlay, A. C.Multifactor Models Do Not Explain Deviations from the CAPM.” Journal of Financial Economics, 38 (1995), 328.CrossRefGoogle Scholar
Maddala, G. S.Limited-Dependent and Qualitative Variables in Econometrics. Cambridge, MA: Cambridge Univ. Press (1983).CrossRefGoogle Scholar
Mazzilli, P.; Kittsley, D.; Duggan, J.; and Wang, L.. “Style Investing with ETFs: Growth and Value Plays.” Morgan Stanley Equity Research Report (2002).Google Scholar
Politis, D., and Romano, J.. “The Stationary Bootstrap.” Journal of the American Statistical Association, 89 (1994), 13031313.CrossRefGoogle Scholar
Roll, R. “Style Return Differentials: Illusions, Risk Premiums, or Investment Opportunities.” In The Handbook of Equity Style Management, Coggin, T. D., Fabozzi, F. J., and Arnott, R. D., eds. New Hope, PA: Frank J. Fabozzi Associates (1997).Google Scholar
Rosenberg, B.; Reid, K.; and Lanstein, R.. “Persuasive Evidence of Market Inefficiency.” Journal of Portfolio Management, 11 (1985), 917.CrossRefGoogle Scholar
Sharpe, W. F.Asset Allocation: Management Style and Performance Measurement.” Journal of Portfolio Management, 18 (1992), 719.CrossRefGoogle Scholar
Sorensen, E. H., and Lazzara, C. J.. “Equity Style Management: The Case of Growth and Value.” In Equity Style Management: Evaluating and Selecting Investment Styles, Klein, R. A. and Lederman, J., eds. Chicago, IL: Irwin (1995).Google Scholar
Sullivan, R.; Timmermann, A.; and White, H.. “Data-Snooping, Technical Trading Rule Performance, and the Bootstrap.” Journal of Finance, 54 (1999), 16471691.CrossRefGoogle Scholar
Teo, M., and Woo., S. J. “Style Effects.” Unpubl. Working Paper, Harvard Univ. (2002).CrossRefGoogle Scholar
Wang, K. Q.Asset Pricing with Conditioning Information: A New Test.” Journal of Finance, 58 (2003), 161196.CrossRefGoogle Scholar
Wiandt, J., and McClatchy, W.. Exchange Traded Funds: An Insider's Guide to Buying the Market. New York, NY: John Wiley & Sons (2002).Google Scholar
Wu, X.A Conditional Multifactor Analysis of Return Momentum.” Journal of Banking and Finance, 26 (2002), 16751696.CrossRefGoogle Scholar