ME  Vol.6 No.2 , February 2015
Stock Selection and Timing Ability of the Taiwan Equity Funds—The Application of Stochastic Beta, GARCH, and Nonlinear GLS
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

 
 
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