Revisiting the size effect in the Bovespa
Main Article Content
Abstract
The size effect has been analyzed in numerous stock markets using different approaches. However, there are few studies focused on its practical applicability. In this context, the aim of this study is two-fold. First, we examine price and volatility linkages among large, medium, and small firms employing a multivariate VAR-BEKK model. Second, we provide the out-of-sample performance of optimal portfolios constructed on the basis of time-varying return and volatility forecasts from this specification approach. Our overall results show that optimal portfolios are primarily composed of medium and small firms. Moreover, our findings reveal that using this technique, it is possible to reduce risk and outperform the naïve rule, which is usually employed by foreign investors interested in the Brazilian stock market. These findings are relevant not only for academics but also for practitioners because it is important an in-depth knowledge of stock market patterns in order to develop correct trading strategies.
Downloads
Metrics
Article Details
A RAE compromete-se a contribuir com a proteção dos direitos intelectuais do autor. Nesse sentido:
- adota a licença Creative Commoms BY (CC-BY) em todos os textos que publica, exceto quando houver indicação de específicos detentores dos direitos autorais e patrimoniais;
- adota software de detecção de similaridades;
- adota ações de combate ao plagio e má conduta ética, alinhada às diretrizes do Committee on Publication Ethics (COPE)
References
Ahmad, W., Sehgal, S., & Bhanumurthy, N. R. (2013). Eurozone crisis and BRIICKS stock markets: Contagion or market interdependence. Economic Modelling, 33, 209-225. doi:10.1016/j.econmod.2013.04.009
Amel-Zadeh, A. (2011). The return of the size anomaly: Evidence from the German stock market. European Financial Management, 17, 45- 182. doi:10.1111/j.1468-036X.2010.00581.x
Antunes, G. A., Lamounier, W. M., & Bressan, A. A. (2006). Análise do efeito tamanho nos retornos das ações de empresas listadas na BOVESPA. Revista Contabilidade & Finanças, 17(40), 87-101. doi:10.1590/S1519-70772006000100007
Baba, Y., Engle, R., Kraft, D., & Kroner, K. (1991). Multivariate simultaneous generalized ARCH. Department of Economics, MS, University of California, San Diego.
Banz, R. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9, 3-18. doi:10.1016/0304-405X(81)90018-0
Basu, S. (1977). Investment performance of common stocks in relation to their price-earnings ratios: A test of the efficient market hypothesis. The Journal of Finance, 32, 663-682. doi:10.2307/2326304
Bergés, A., Mcconnell, J., & Schlarbaum, G. (1984). The turn-of the-year in Canada. Journal of Finance, 1, 185-192. doi: 10.2307/2327675
Berk, J. (1997): “Does size really matter? Financial Analyst Journal, 53(5), 12-18. doi:10.2469/faj.v53.n5.2112
Blume, M., & Stambaugh, R. (1983). Biases in computed returns: An application to the size effect. Journal of Financial Economics, 12(3), 387-404. doi:10.1016/0304-405X(83)90056-9
Bowers J. E, & Dimson, E. (1988). Introduction. In E. Dunson (Ed.), Stock Market Anomalies. Cambridge (New York): Cambridge University Press.
Brown, P., Keim, D., Kleidon, A., & Marsh, T. (1983). Stock return seasonalities and the tax-loss selling hypothesis: Analysis of the arguments and Australian evidence. Journal of Financial Economics, 12, 105-127. doi:10.1016/0304-405X(83)90030-2
Cakici, N., Fabozzi, F., & Tan, S. (2013). Size, value, and momentum in emerging market stock returns. Emerging Markets Review, 16, 46-65. doi:10.1111/ajfs.12086
Carhart, M. M. (1997). On persistence in mutual fund performance. Journal of Finance, 52(1), 57-82. doi: 10.1111/j.1540-6261.1997. tb03808.x
Chan, K. C., Nai-Fu, C., & Hsieh, D. (1985) An explanatory investigation of the firm size effect. Journal of Financial Economics, 14, 451-471. doi:10.1016/0304-405X(85)90008-X
DeMiguel, V., Garlappi, L., Nogales, F., & Raman, U. (2009). A generalized approach to portfolio optimization: Improving performance by constraining portfolio norms. Management Science, 55, 798-812.
Eid, W., & Romaro, P. (2002). Efeito tamanho na Bovespa. Anais do XXIII CLADEA, Porto Alegre, 1, 1-12.
Engle, R. F. (2002). Dynamic conditional correlations: A simple class of multivariate GARCH models. Journal of Business and Economic Statistics, 20, 339-350. doi:10.1198/073500102288618487
Engle, R. F., & Ng, V. K. (1993). Measuring and testing the impact of news on volatility. Journal of Finance, 48, 1749-1778. doi:10.2307/2329066
Ewing, B., & Malik, F. (2005). Re-examining the asymmetric predictability of conditional variances: The role of sudden changes in variance. Journal of Banking and Finance, 29, 2655-2673. doi: 10.1016/j. jbankfin.2004.10.002
Ewing, B. T., Malik, F., & Ozfidan, O. (2002). Volatility transmission in the oil and natural gas markets. Energy Economics, 24, 525-538. doi:10.1016/S0140-9883(02)00060-9
Fama, E. (1991). Efficient capital markets. Journal of Finance, 5, 1575- 1617. doi:10.2307/2328565
Fama, E., & French, K. (1995). Size and book-to-market factors in earnings and returns. Journal of Finance, 50(1), 131-155. doi:10.2307/2329241
Fama, E., & French, K. (2008). Dissecting anomalies. Journal of Finance, 63, 1653-1678. doi:10.1111/j.1540-6261.2008.01371.x
Fama, E., & French, K. (2012) Size, value, and momentum in international stock returns. Journal of Financial Economics, 105, 457-682. doi:10.1016/j.jfineco.2012.05.011
Flister F., Bressan, A., & Amaral, H. (2011). CAPM condicional no mercado brasileiro: Um estudo dos efeitos momento, tamanho e book-to-market entre 1995 e 2008. Revista Brasileira de Finanças, 9(1), 105-129.
Fouse, W. (1989). The ‘small stocks’ hoax. Financial Analysis Journal, 45, 12-15.
Glosten, L., Jaganathan, R., & Runkle, D. (1993). On the relation between the expected value and the volatility of the nominal excess return on stocks. Journal of Finance, 48(5), 1779-1801. doi:10.1111/j.1540- 6261.1993.tb05128.x
Grinblatt, M., & Moskowitz, T. (2002). What do we really know about the cross-sectional relation between past and expected returns? Working Paper 8744, National Bureau of Economic Research, 1-37.
Hassan, S., & Malik, F. (2007). Multivariate GARCH modeling of sector volatility transmission. The Quarterly Review of Economics and Finance, 47, 470-480. doi:10.1016/j.qref.2006.05.006 I
bbotson, R., & Sinquefield, R. (1976). Stocks, bonds, bills and inflation: Simulations of the future (1976-2000). Journal of Business, 49(3), 313-338.
Israel, R., & Moskowitz, T. (2013). The role of shorting, firm size, and time on market anomalies. Journal of Financial Economics, 108, 275- 301. doi:10.1016/j.jfineco.2012.11.005
Karmakar, M. (2010). Information transmission between small and large stocks in the national stock exchange in India: An empirical study. The Quarterly Review of Economics and Finance, 50, 110-120. doi:10.1016/j.qref.2009.09.007
Keim, D. (1983). Size-related anomalies and stock return seasonality: Further empirical evidence. Journal of Financial Economics, 12, 13-32. doi:10.1016/0304-405X(83)90025-9
Keim, D., & Stambaugh, R. (1984). A further investigation of the weekend effect in stock returns. Journal of Finance, 3, 819-840. doi:10.1111/j.1540-6261.1984.tb03675.x
Kroner, K., & Ng, V. (1998). Modeling asymmetric comovements of asset returns. Review of Financial Studies, 11, 817-844. doi:10.1093/ rfs/11.4.817
Ledoit, O., & Wolf, M. (2008). Robust performance hypothesis testing with the Sharpe ratio. Journal of Empirical Finance, 15, 850-859. doi:10.1016/j.jempfin.2008.03.002
Lima, F., Costa, M., & Bruni, A. (2005). Anomalias em mercados de capitais: Uma análise do efeito tamanho na bolsa de valores de São Paulo com o uso do CAPM e do modelo de mercado. Revista Gestão e Planejamento, 11, 23-28.
Ling, S., & Li, W. K. (1997). Diagnostic checking of nonlinear multivariate time series with multivariate ARCH errors. Journal of Time Series Analysis, 18, 447-464. doi:10.1111/1467-9892.00061
Lucena, P., & Figueiredo, A. (2004). Pressupostos de eficiência de mercado: Um estudo empirico na Bovespa. Revista Eletrônica de Gestão Organizacional, 2(3). Retrieved from https://periodicos.ufpe. br/revistas/gestaoorg/index)
Machado, M., & Machado, M. (2014). Liquidez e precificação de ativos: Evidências do mercado brasileiro. Brasilian Business Review, 11, 73-95.
Markowitz, H. (1952). Portfolio selection. Journal of Finance, 7, 77-91. doi: 10.1111/j.1540-6261.1952.tb01525.x
Matsumoto A., & Lima, F. (2004). Efeito tamanho: Evidências no mercado acionário brasileiro. In IV Congresso USP de Controladoria e Contabilidade, 2004, São Paulo (SP). Anais do IV Congresso USP de Controladoria e Contabilidade.
Miralles-Marcelo, J. L., Miralles-Quiros, J. L., & Miralles-Quiros, M. M. (2011). Transmisión de información y carteras óptimas en el mercado bursátil español. Cuadernos de Economía y Dirección de la Empresa, 14, 247-257. doi:10.1016/j.cede.2010.12.001
Miralles-Quirós, M. M., & Miralles-Quirós, J. L. (2017). Improving diversification opportunities for socially responsible investors. Journal of Business Ethics, 140(2), 339-351. doi:10.1007/s10551-015-2691-4
Nakamura, T., & Terada, N. (1984). The size effect and seasonality in Japanese stock returns. Nomura Research Institute. Retrieved from https://www. jstor.org/stable/2648877?seq=1#page_scan_tab_contents
Reinganum, M. (1981). The arbitrage pricing theory: Some empirical results. The Journal of Finance, 36, 313-321. doi: 10.1111/j.1540- 6261.1981.tb00444.x
Reinganum, M., & Shapiro, A. (1987). Taxes and stock return seasonality: Evidence from the London Stock Exchange. Journal of Business, 2, 281-295.
Roll, R. (1981). A possible explanation of the small firm effect. Journal of Finance, 36, 879-888. doi: 10.2307/2327553
Roll, R. (1983). Vas ist das? The turn-of-the-year effect and the return premia of small firms. Journal of Portfolio Management, 9, 18-28. doi: 10.3905/jpm.1983.18
Saturnino, O., Saturnino, V., Lucena, P., Carmona, C., & Araújo, L. F. (2012). Investimento em valor contrário no Brasil: Overreaction ou efeito tamanho? Revista de Finanças Aplicadas, 1, 1-20.
Silvennoinen, A., & Teräsvirta, T. (2009). Multivariate GARCH models. In T. G. Andersen, R. A. Davis, J.-P. Kreiss, & T. V. Mikosch (Eds.), Handbook of Financial Time Series, Springer, pp 201-232.
Tse, Y. K. (2002). Residual-based diagnostics for conditional heteroscedasticity models. Econometric Journal, 5, 358-373. doi:10.1111/1368-423X.t01-1-00088
Van Dijk, M. (2011). Is size dead? A review of the size effect in equity returns. Journal of Banking and Finance, 35, 3263-3274. doi:10.1016/j.jbankfin.2011.05.009
Zakamulin, V. (2013). Forecasting the size premium over different time horizons. Journal of Banking and Finance, 37, 1061-1072. doi: 10.1016/j.jbankfin.2012.11.006
Zhang, B., & Li, X. (2014). Has there been any change in the comovement between the Chinese and US stock markets? International Review of Economics and Finance, 29, 525-536. doi: 10.1016/j.iref.2013.08.001