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Stock Selection and Timing Ability of the Taiwan Equity Funds—The Application of Stochastic Beta, GARCH, and Nonlinear GLS

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ABSTRACT
This study simultaneously examines funds’ selectivity, beta stationary, and timing decisions by the modified method of Chen and Stockum (1986). We adopt GARCH, generalized least square (GLS), and a nonlinear parameter-estimator model to increase the estimate efficiency. The results indicate that up to 86% of the funds have stochastic betas, over 99% show positive but insignificant selectivity, and 83% indicate negatively significant market-timing ability. This suggests that Taiwan domestic-equity fund managers, on average, do not have stock selectivity and timing ability, which seems to support the efficient market hypothesis.
 
Cite this paper
Goo, Y. , Chang, F. and Chiu, K. (2015) Stock Selection and Timing Ability of the Taiwan Equity Funds—The Application of Stochastic Beta, GARCH, and Nonlinear GLS. Modern Economy, 6, 153-164. doi: 10.4236/me.2015.62013.
 
References
[1]Sharpe, W.F. (1966) Mutual Fund Performance. The Journal of Business, 39, 119-138. http://dx.doi.org/10.1086/294846
 
[2]Treynor, J.L. (1965) How to Rate Management of Investment Funds. Harvard Business Review, 43, 63-75.
 
[3]Jensen, M.C. (1968) The Performance of Mutual Funds in the Period 1945-1964. The Journal of Finance, 23, 389-416. http://dx.doi.org/10.1111/j.1540-6261.1968.tb00815.x
 
[4]Klemkosy, R.C. and Maness, T.S. (1978) The Predictability of Real Portfolio Risk Levels. The Journal of Finance, 33, 631-639. http://dx.doi.org/10.1111/j.1540-6261.1978.tb04873.x
 
[5]Kon, S.J. and Jen, F.C. (1978) Estimation of Time-Varying Systematic Risk and Performance of Mutual Fund Portfolios: An Application of Switching Regression. The Journal of Finance, 33, 457-475. http://dx.doi.org/10.1111/j.1540-6261.1978.tb04861.x
 
[6]Fabozzi, F.J. and Francis, J.C. (1979) Mutual Fund Systematic Risk for Bull and Bear Markets: An Empirical Investigation. The Journal of Finance, 34, 1243-1250. http://dx.doi.org/10.1111/j.1540-6261.1979.tb00069.x
 
[7]Francis, J.C. and Fabozzi, F.J. (1980) Stability of Mutual Fund Systematic Risk Statistic. Journal of Business Research, 8, 263-275. http://dx.doi.org/10.1016/0148-2963(80)90014-4
 
[8]Miller, T.W. and Gressis, N. (1980) Nonstationary and Evaluation of Mutual Fund Performance. The Journal of Financial and Quantative Analysis, 15, 639-654. http://dx.doi.org/10.2307/2330402
 
[9]Radcliffe, R., Brooks, R. and Levy, H. (1993) Active Timing Decisions of Equity Mutual Funds. Financial Service Review, 2, 21-39. http://dx.doi.org/10.1016/1057-0810(92)90013-3
 
[10]Golec, J.H. (1996) The Effects of Mutual Fund Managers’ Characteristics on Their Portfolio Performance, Risk and Fees. Financial Services Review, 5, 133-147. http://dx.doi.org/10.1016/S1057-0810(96)90006-2
 
[11]Busse, J.A. (2001) Another Look at Mutual Fund Tournaments. Journal of Financial and Quantitative Analysis, 36, 53-73. http://dx.doi.org/10.2307/2676197
 
[12]Matallín, J.C. and Fernández-Izquierdo, A. (2003) Passive Timing Effect in Portfolio Management. Applied Economics, 35, 1829-1837. http://dx.doi.org/10.1080/0003684032000150404
 
[13]Fama, E.F. (1972) Components of Investment Performance. Journal of Finance, 27, 551-567.
 
[14]Kon, S.J. (1983) The Market Timing Performance of Mutual Fund Managers. Journal of Business, 56, 323-347. http://dx.doi.org/10.1086/296204
 
[15]Lehman, B.N. and Modest, D.M. (1987) Mutual Fund Performance Evaluation: A Comparison of Benchmark and Non-Benchmark Comparisons. Journal of Finance, 42, 233-265. http://dx.doi.org/10.1111/j.1540-6261.1987.tb02566.x
 
[16]Grinblatt, M. and Titman, S. (1989) Portfolio Performance Evaluation: Old Issues and New Insights. Review of Financial Studies, 2, 393-421. http://dx.doi.org/10.1093/rfs/2.3.393
 
[17]Cumby, R.E. and Glen, J.D. (1990) Evaluation the Performance of International Mutual Funds, Journal of Finance, 45, 497-521. http://dx.doi.org/10.1111/j.1540-6261.1990.tb03700.x
 
[18]Connor, G. and Korajczyk, R.A. (1991) The Attributes, Behavior and Performance of US Mutual Funds. Review of Quantitative Finance and Accounting, 1, 5-26. http://dx.doi.org/10.1007/BF02408404
 
[19]Coggin, T.D., Fabozzi, F.J. and Rahman, S. (1993) The Investment Performance of US Equity Pension Fund Managers: An Empirical Investigation. Journal of Finance, 48, 1039-1056. http://dx.doi.org/10.1111/j.1540-6261.1993.tb04029.x
 
[20]Coggin, T.D. and Hunter, J.E. (1991) A Meta-Analysis of Mutual Fund Performance. Review of Quantitative Finance and Accounting, 3, 189-201. http://dx.doi.org/10.1007/BF02407005
 
[21]Dellva, W.L., DeMaskey, A.L. and Smith, C.A. (2001) Selectivity and Market Timing Performance of Fidelity Sector Mutual Funds. Financial Review, 36, 39-54. http://dx.doi.org/10.1111/j.1540-6288.2001.tb00003.x
 
[22]Henriksson, R.D. (1984) Market Timing and Mutual Fund Performance: An Empirical Investigation. The Journal of Business, 57, 73-96. http://dx.doi.org/10.1086/296225
 
[23]Chang, E.C. and Lewellen, W.G. (1984) Market Timing and Mutual Fund Investment Performance. Journal of Business, 57, 57-72. http://dx.doi.org/10.1086/296224
 
[24]Kao, G.W., Cheng, T.W. and Chan, K.C. (1998) International Mutual Fund Selectivity and Market Timing during Up and Down Market Conditions. The Financial Review, 33, 127-144. http://dx.doi.org/10.1111/j.1540-6288.1998.tb01373.x
 
[25]Grinblatt, M. and Titman, S. (1993) Performance Measurement without Benchmarks: An Examination of Mutual Fund Returns. Journal of Business, 66, 47-68. http://dx.doi.org/10.1086/296593
 
[26]Wermers, R. (1997) Momentum Investment Strategies of Mutual Funds, Performance Persistence, and Survivorship Bias. Working Paper, University of Colorado, Denver.
 
[27]Wermers, R. (2000) Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses. Journal of Finance, 55, 1655-1703. http://dx.doi.org/10.1111/0022-1082.00263
 
[28]Lee, C.F. and Rahman, S. (1990) Market Timing, Selectivity, and Mutual Fund Performance: An Empirical Investigation. Journal of Business, 63, 261-278. http://dx.doi.org/10.1086/296505
 
[29]Bollen, P.B. and Busse, J.A. (2001) On the Timing Ability of Mutual Fund Managers. Journal of Finance, 56, 1075-1094. http://dx.doi.org/10.1111/0022-1082.00356
 
[30]Flectcher, J. (1995) An Examination of Selectivity and Market Timing Performance of UK Unit Trusts. Journal of Business Finance & Accounting, 22, 143-156. http://dx.doi.org/10.1111/j.1468-5957.1995.tb00676.x
 
[31]Hallahan, T.A. and Faff, R.W. (1999) An Examination of Australian Equity Trusts for Selectivity and Market Timing Performance. Journal of Multinational Financial Management, 9, 387-402. http://dx.doi.org/10.1016/S1042-444X(99)00008-0
 
[32]Treynor, J.L. and Mazuy, K. (1966) Can Mutual Fund Outguess the Market? Harvard Business Review, 44, 131-136.
 
[33]Chen, C.R. and Stockum, S. (1986) Selectivity, Market Timing and Random Beta Behavior of Mutual Funds: A Generalized Model. Journal of Financial Research, 9, 87-96. http://dx.doi.org/10.1111/j.1475-6803.1986.tb00437.x
 
[34]Stevenson, S. (2004) A Performance Evaluation of Portfolio Managers: Tests of Micro and Macro Forecasting. The European Journal of Finance, 10, 391-411. http://dx.doi.org/10.1080/1351847032000143413
 
[35]Romacho, J.C. and Cortez, M.C. (2006) Timing and Selectivity in Portuguese Mutual Fund Performance. Research in International Business & Finance, 20, 348-368. http://dx.doi.org/10.1016/j.ribaf.2005.05.005
 
[36]Henriksson, R.D. and Merton, R.C. (1981) On Market Timing and Investment Performance. II. Statistical Procedures for Evaluating Forecasting Skills. Journal of Business, 54, 513-533. http://dx.doi.org/10.1086/296144
 
[37]Abdel-Kader, M. and Kuang, Y.Q. (2007) Risk-Adjusted Performance, Selectivity, Timing Ability and Performance Persistence of Hong Kong Mutual Funds. Journal of Asia-Pacific Business, 8, 25-58. http://dx.doi.org/10.1300/J098v08n02_03
 
[38]Andrew, C., Nitzsche, D. and Cuthbertson, K. (2009) An Empirical Investigation into the Performance of UK Pension Fund Managers. Journal of Pension Economics and Finance, 9, 533-547.
 
[39]Ferson, W.E. and Schadt, R.W. (1996) Measuring Fund Strategy and Performance in Changing Economic Conditions. Journal of Finance, 51, 425-461. http://dx.doi.org/10.1111/j.1540-6261.1996.tb02690.x
 
[40]Christopherson, J.A., Ferson, W.E. and Glassman, D.A. (1998) Conditioning Manager Alphas on Economic Information: Another Look at the Persistence of Performance. Review of Financial Studies, 11, 111-142. http://dx.doi.org/10.1093/rfs/11.1.111
 
[41]Sawicki, J. and Ong, F. (2000) Evaluating Managed Fund Performance Using Conditional Measures: Australian Evidence. Pacific-Basin Finance Journal, 8, 505-528. http://dx.doi.org/10.1016/S0927-538X(00)00027-5
 
[42]Ferson, W.E. and Qian, M. (2004) Conditional Performance Evaluation, Revisited. The Research Foundation of CFA Institute Press. http://www-bcf.usc.edu/~ferson/papers/CPE.PDF
 
[43]Elton, E.J., Gruber, M.J., Das, S. and Hlavka, M. (1993) Efficiency with Costly Information: A Reinterpretation of Evidence form Managed Portfolios. Review of Financial Studies, 6, 1-22. http://dx.doi.org/10.1093/rfs/6.1.1
 
[44]Engle, R.F. (1982) Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation. Econometrica, 50, 987-1007. http://dx.doi.org/10.2307/1912773
 
[45]Bollerslev, T. (1986) Generalized Autoregressive Conditional Heteroscedasticity. Journal of Econometrics, 31, 307-327. http://dx.doi.org/10.1016/0304-4076(86)90063-1
 
[46]Hildreth, C. and Houck, J.P. (1968) Some Estimators for a Linear Model with Random Coefficients. Journal of American Statistical Association, 63, 584-595.
 
[47]Dickey, D.A. and Fuller, W.A. (1981) Likelihood Ratio Statistics for Autoregressive Time Series with Unit Root. Econometrica, 49, 1057-1072. http://dx.doi.org/10.2307/1912517
 
[48]Ljung, G.M. and Box, G.E.P. (1978) On a Measure of Lack of Fit in Time Series Models. Biometrika, 65, 297-303. http://dx.doi.org/10.1093/biomet/65.2.297
 
[49]Lockwood, L.J. and Kadiyala, K.R. (1988) Measuring Investment Performance with a Stochastic Parameter Regression Model. Journal of Banking and Finance, 12, 457-467. http://dx.doi.org/10.1016/0378-4266(88)90009-X                                                                                                  eww1560205lx

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