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The Dynamics of Mutual Funds and Market Timing Measurement

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  • Matallin-Saez Juan Carlos

    (Universitat Jaume I)

Abstract

Nonlinearity in the relationship between mutual funds and market returns is often assumed when market timing is assessed. Hence, a quadratic term is introduced into the classic linear model to measure market timing. However, nonlinearity could be due to other factors and the evidence of market timing, usually negative in the literature, may therefore be biased. In this context, the aim of this paper is to analyze the effect of time-varying beta risk and benchmark omission when measuring market timing ability in mutual funds. The first part of the paper shows how the existence of time-varying beta risk produces artificial evidence of market timing, especially when considering asymmetries. In the second part, Kalman filtering is used to estimate the time-varying beta for mutual funds and market timing is then assessed. In general, changes in risk are not related to up and down markets, although some funds show a negative relation between beta variation and market sign. Evidence of negative market timing may be inferred from this result. The results are sensitive to two outliers, corresponding to the launch of the Euro in European financial markets and 9-11. However, passive benchmarks with asset weights different from those of the benchmark also give rise to this result. After these omitted benchmarks have been introduced, any previous evidence of negative market timing disappears almost completely. These results hold when mutual fund net cash flows are controlled for. Therefore, time-varying beta risk and benchmark omission could produce a spurious relationship between the variation of portfolio risk and markets which, in the absence of information about timing decisions, could lead us to infer evidence of market timing mistakenly.

Suggested Citation

  • Matallin-Saez Juan Carlos, 2008. "The Dynamics of Mutual Funds and Market Timing Measurement," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 12(4), pages 1-37, December.
  • Handle: RePEc:bpj:sndecm:v:12:y:2008:i:4:n:6
    DOI: 10.2202/1558-3708.1498
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    as
    1. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    2. Siem Jan Koopman & Neil Shephard & Jurgen A. Doornik, 1999. "Statistical algorithms for models in state space using SsfPack 2.2," Econometrics Journal, Royal Economic Society, vol. 2(1), pages 107-160.
    3. 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.
    4. Cesari, Riccardo & Panetta, Fabio, 2002. "The performance of Italian equity funds," Journal of Banking & Finance, Elsevier, vol. 26(1), pages 99-126, January.
    5. John Lintner, 1965. "Security Prices, Risk, And Maximal Gains From Diversification," Journal of Finance, American Finance Association, vol. 20(4), pages 587-615, December.
    6. Carlos Forner & Joaquín Marhuenda, 2003. "Contrarian and Momentum Strategies in the Spanish Stock Market," European Financial Management, European Financial Management Association, vol. 9(1), pages 67-88, March.
    7. Robert D. Brooks & Robert W. Faff & Michael D. McKenzie, 1998. "Time†Varying Beta Risk of Australian Industry Portfolios: A Comparison of Modelling Techniques," Australian Journal of Management, Australian School of Business, vol. 23(1), pages 1-22, June.
    8. Kon, Stanley J & Jen, Frank C, 1978. "Estimation of Time-Varying Systematic Risk and Performance for Mutual Fund Portfolios: An Application of Switching Regression," Journal of Finance, American Finance Association, vol. 33(2), pages 457-475, May.
    9. Kon, Stanley J & Lau, W Patrick, 1979. "Specification Tests for Portfolio Regression Parameter Stationarity and the Implications for Empirical Research," Journal of Finance, American Finance Association, vol. 34(2), pages 451-465, May.
    10. Rubio, Gonzalo, 1995. "Further Evidence on Performance Evaluation: Portfolio Holdings, Recommendations, and Turnover Costs," Review of Quantitative Finance and Accounting, Springer, vol. 5(2), pages 127-153, June.
    11. Coggin, T Daniel & Fabozzi, Frank J & Rahman, Shafiqur, 1993. "The Investment Performance of U.S. Equity Pension Fund Managers: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 48(3), pages 1039-1055, July.
    12. R.W. Faff & R.D. Brooks, 1998. "Time‐varying Beta Risk for Australian Industry Portfolios: An Exploratory Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 25(5‐6), pages 721-745, June.
    13. 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.
    14. Grinblatt, Mark & Titman, Sheridan D, 1989. "Mutual Fund Performance: An Analysis of Quarterly Portfolio Holdings," The Journal of Business, University of Chicago Press, vol. 62(3), pages 393-416, July.
    15. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    16. Barone-Adesi, Giovanni, 1985. "Arbitrage Equilibrium with Skewed Asset Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(3), pages 299-313, September.
    17. Jiang, Wei, 2003. "A nonparametric test of market timing," Journal of Empirical Finance, Elsevier, vol. 10(4), pages 399-425, September.
    18. Elton, Edwin J, et al, 1993. "Efficiency with Costly Information: A Reinterpretation of Evidence from Managed Portfolios," The Review of Financial Studies, Society for Financial Studies, vol. 6(1), pages 1-22.
    19. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    20. Lehmann, Bruce N & Modest, David M, 1987. "Mutual Fund Performance Evaluation: A Comparison of Benchmarks and Benchmark Comparisons," Journal of Finance, American Finance Association, vol. 42(2), pages 233-265, June.
    21. Carl R. Chen & Steve Stockum, 1986. "Selectivity, Market Timing, And Random Beta Behavior Of Mutual Funds: A Generalized Model," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 9(1), pages 87-96, March.
    22. Pastor, Lubos & Stambaugh, Robert F., 2002. "Mutual fund performance and seemingly unrelated assets," Journal of Financial Economics, Elsevier, vol. 63(3), pages 315-349, March.
    23. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    24. Kathryn A. Holmes & Robert W. Faff, 2004. "Stability, Asymmetry and Seasonality of Fund Performance: An Analysis of Australian Multi‐sector Managed Funds," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 31(3‐4), pages 539-578, April.
    25. David A. Volkman, 1999. "Market Volatility And Perverse Timing Performance Of Mutual Fund Managers," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(4), pages 449-470, December.
    26. Erik R. Sirri & Peter Tufano, 1998. "Costly Search and Mutual Fund Flows," Journal of Finance, American Finance Association, vol. 53(5), pages 1589-1622, October.
    27. Kao, G Wenchi & Cheng, Louis T W & Chan, Kam C, 1998. "International Mutual Fund Selectivity and Market Time during Up and Down Market Conditions," The Financial Review, Eastern Finance Association, vol. 33(2), pages 127-144, May.
    28. Jiang, George J. & Yao, Tong & Yu, Tong, 2007. "Do mutual funds time the market? Evidence from portfolio holdings," Journal of Financial Economics, Elsevier, vol. 86(3), pages 724-758, December.
    29. Gonzalo Rubio, 1993. "Performance measurement of managed portfolios: a survey," Investigaciones Economicas, Fundación SEPI, vol. 17(1), pages 3-41, January.
    30. Patro, Dilip Kumar, 2001. "Measuring performance of international closed-end funds," Journal of Banking & Finance, Elsevier, vol. 25(9), pages 1741-1767, September.
    31. Volkman, David A, 1999. "Market Volatility and Perverse Timing Performance of Mutual Fund Managers," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(4), pages 449-470, Winter.
    32. Ferson, Wayne E & Schadt, Rudi W, 1996. "Measuring Fund Strategy and Performance in Changing Economic Conditions," Journal of Finance, American Finance Association, vol. 51(2), pages 425-461, June.
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