Stochastic frontiers of efficiency for Brazilian investment funds: a panel data analysis
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DOIhttp://dx.doi.org/10.21511/imfi.16(4).2019.30
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Article InfoVolume 16 2019, Issue #4, pp. 352-365
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Foundations, methodological and empirical possibilities of measurement and analysis in the performance of financial investments within investment funds have been developed since they were once introduced in the 1970s, thus establishing a path of growing acceptance in financial markets and universities’ academies. The first approaches over the efficiency of these funds, considering their stochastic implications, occurred in the late 1990s and have evolved with the help of SFA – Stochastic Frontier Analysis, although it still needs more careful verification. This article measured and analyzed the stochastic frontier of efficiency over 33 different Brazilian investment funds from 2012 to 2015. For doing so, Battese and Coelli’s (1995) specifications was used. It shows the effects of inefficiencies, which are defined as explicit functions of specific factors in the context of panel data funds. They are estimated by the maximum likelihood method. Sharpe ratios (SR) were also calculated for comparative purposes. Based on these two indicators (SFA and SR), the most recommendable funds to invest and the ones in which the application should not be performed were identified. Such procedures have stimulated the necessary and promising studies, as well as future researches, which, in turn, may establish new methodological formulation as an efficient and effective instrument to choose the best and the safest funds to invest.
- Keywords
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JEL Classification (Paper profile tab)G23, G24
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References52
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Tables4
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Figures0
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- Table 1. Descriptive analysis
- Table 2. Result of the stochastic frontier panel estimation on funds efficiency, defined by Equations (11) and (12)
- Table 3. Stochastic frontier efficiency rates (SFER) of funds between the years 2012–2015 by tercile in descending order
- Table 4. Sharpe Indexes (SI) of the funds in the years 2012–2015 by tercile in descending order
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- Aigner, D. J., Lovell, C. A. K., & Schmidt, P. (1977). Formulation and estimation of stochastic frontier production function models. Journal of Econometrics, 6(1), 21-37.
- Amaral, H. F., Vilaça, C. S. I., Barbosa, C. F. M., & Bressan, V. G. F. (2004). Fundos de pensão como financiadores da atividade econômica. Revista de Administração de Empresas, 44(2), 79-91.
- ANBIMA (2017). Consolidado Histórico de Fundos de Investimento.
- Baggio, D. K. (2012). Los fondos de inversión socialmente responsable de Brasil. 2012. Tese (Doutorado em Contabilidade e Finanças). Faculdade de Economia e Empresas, Universidad de Zaragoza. Zaragoza.
- Baggio, D. K., Ferruz, L. A., & Marco, I. S., (2010). Es el desempeño de los fondos de inversión de Brasil un indicador de movimiento futuro de su patrimonio? El Trimestre Economico, 77(306), 445-471.
- Baggio, D. K., Silveira, J. S. T., Schneider, I. N., Maciel, A. C., & Oliva, E. C. (2018). Las medidas de performance en la gestión de fondos de inversión socialmente responsables. Revista Academica Contribuciones a la Economia.
- Barbosa, A., & Sarto, J. L. M. (2007). Aplicación de las Medidas Clásicas de Performance en los Fondos de Inversión Brasileños de Renta Variables. Revista Contabilidade e Finanças da USP, 44, 86-104.
- Battese, G. E., & Coelli, T. J. (1988). Prediction of Firm-Level Technical Efficiencies with a Generalized Frontier Production Function and Panel Data. Journal of Econometrics, 38, 387-399.
- Battese, G. E., & Coelli, T. J. (1995). A Model for Technical Inefficiency Effect in Stochastic Frontier Production for Panel Data. Empirical Economics, 20, 325-45.
- Battese, G. E., & Corra, G. S. (1977). Estimation of a Production Frontier Model: With Application to the Pastoral Zone off Eastern Australia. Australian Journal of Agricultural Economics, 21, 169-179.
- Berggrun, L., Mongrut, S., Umaña, B., & Varga, G. (2014). Persistence in equity fund performance in Brazil. Emerging Markets Finance and Trade, 50(2), 16-33.
- Carhart, M. M. (1997). On persistence in mutual fund performance. Journal of Finance, 52(1), 57-82.
- Casaccia, M. C. (2009). Análise do desempenho dos fundos de investimentos em ações brasileiros. Trabalho de conclusão de curso (Administração). Escola de Administração, Universidade Federal do Rio Grande do Sul, Porto Alegre.
- CEPA – Center for Efficiency and Productivity Analysis. (2018). Frontier Version 4.1. School of Economics. The University of Queensland, Australia.
- Ceretta, P. S., & Costa Jr, N. C. A. (2001). Avaliação e seleção de fundos de investimento: um enfoque sobre múltiplos atributos. Revista de Administração Contemporânea (RAC), 5, 07-22.
- Chen, J., Hong, H., Huang, M., & Kubik, J. D. (2004). Does Fund Size Erode Mutual Fund Performance? The Role of Liquidity and Organization. The American Economic Review, 94(5), 1276-1302.
- De Resende Baima, F., & da Costa, Jr. N. C. (2006). The Influence of Fund Size and Investment Expenses on the Performance of Pension Funds in Brazil. Latin American Business Review, 6(3), 113-132.
- Fama, E. F. (1970). Efficient capital markets: a review of theory and empirical work. Journal of Finance, 25(2), 383-417.
- Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33(1), 3-56.
- Fama, E. F., & French, K. R. (2010). Luck versus skill in the cross section of mutual funds returns. Journal of Finance, 65(5), 1915-1947.
- Fonseca, M. A. M. A., Kanitz, R. V., & Bassani, R. H. (2014). Private Equity and Venture Capital Industry Performance in Brazil: 1990–2013. The Journal of Private Equity, 17(4), 48-58.
- Franz, P. R. G., & Figueiredo, A. C. (2003). Avaliação da capacidade de market timing dos administradores de fundos mútuos de ações no Brasil. Revista de Economia e Administração, 2(1), 33-46.
- Fundação Getúlio Vargas (2017). Anuário da Indústria de Fundos de Investimento. São Paulo: FGV.
- Galan, J., Ramos, S. B., & Veiga, H. (2015). An Analysis of the dynamics of efficiency of mutual funds. Business Research Unit/UNID. Universidad Carlos III de Madrid, Department of Statistics, Spain; Instituto Flores de Lemus. Portugal.
- Grinblatt, M., & Titman, S. (1989). Mutual fund performance: An analysis of quarterly portfolio holdings. Journal of Business, 63, 393-416.
- Heaney, R. A. (2008). Australian Equity Mutual Fund Size Effects. Accounting & Finance, 48(5), 807-827.
- Henrikson, R. D. (1984). Market timing and mutual fund performance: an empirical investigation. Journal of Business, 57(1), 73-96.
- Henrikson, R. D., & Merton, R. C. (1981). On market timing and investment performance II: statistical procedures for evaluating forecasting skill. Journal of Business, 54(4), 513-533.
- Huang, C. J., & Liu, J. T. (1992). Stochastic production frontier in the Taiwan electronics industry. Department of Economics Vanderbilt University. Nashville.
- Jegadeesh, N., & Titman, S. (1993). Returns to buying winners and selling losers: implications for stock market efficiency. The Journal of Finance, 48(1), 65-91.
- Jensen, M. (1968). The performance of mutual funds in the period 1945–1964. Journal of Finance, 23(2), 389-416.
- Jondrow, J., Lovell, C. A. K., Materov, I. S., & Schmidt, P. (1982). On the estimation of technical efficiency in the stochastic frontier production function model. Journal of Econometrics, 19(2-3), 233-238.
- Kumbhakar, S. C., Ghosh, S., & McGuckin, J. T. (1991). A generalized production frontier approach for estimating of inefficiency in U.S. dairy farms. Journal of Business and Economics Statistics, 9(3), 279-286.
- Leusin, L. M. C., & Brito, R. D. (2008). Market timing e avaliação de desempenho dos fundos brasileiros. Revista de Administração de Empresas, 48(2), 22-36.
- Maestri, C. O. N. M., & Malaquias, R. F. (2018). Aspects of manager, portfolio allocation, and fund performance in Brazil. Revista Contabilidade & Finanças, 29(76), 82-96.
- Malacrida, M. J., Yamamoto, M., Lima, G. A., & Pimentel, R. (2007). Gestão ativa dos fundos de investimentos: uma análise de desempenho.
- Mamatzkis, E., & Xu, B. (2016). Managerial attributes and Equity mutual fund performance: evidence from China. Munich Personal RePEc Archive, 76139.
- Markowitz, H. M. (1952). Portfolio selection. The Journal of Finance, 7(1).
- Matos, P., & Nave, A. (2012). Fundos de investimento em ações no Brasil: performance e expertise de gestão. Brazilian Business Review, 01-38.
- Mayorga, J. A., & Marcos, Y. B. (1996). Rentabilidad y costes de los fondos de inversión. Perspectivas del Sistema Financiero, 55, 50-74.
- Merton, R. C. (1981). On the market timing and investment performance. I. An equilibrium theory of value for market forecasts. Journal of Business, 54(3), 363-406.
- Milani, B., & Ceretta, P. S. (2013). Efeito tamanho nos fundos de investimento brasileiros. Revista de Administração da UFSM, 6(1), 119-138.
- Moura, L. B., & Fonseca, M. A. R. (2015). Avaliação da Relação entre Tamanho e Desempenho de Fundos de Ações: O Caso dos Fundos de Bancos de Varejo. Anais do VI Congresso Nacional de Administração e Contabilidade – AdCont 2015.
- Rebeschini, A. M., & Leal, R. P. (2016). Stock Fund Returns and Macroeconomic Variables in Brazil. Latin American Business Review, 17(2), 139-161.
- Reifschneider, D., & Stevenson, R. (1991). Systematic departures from the frontier: A framework for the analysis of firm inefficiency. International Economic Review, 32(3), 715-723.
- Santos, A. A. P., Silveira, J. S. T., Costa Jr, N. C. A., & Da Silva, S. (2005). Evaluating Brazilian mutual funds with stochastic frontiers. Economics Bulletin, 13(2), 1-6.
- Sharpe, W. F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk. Journal of Finance, 19, 425-442.
- Sharpe, W. F. (1966). Mutual fund performance. Journal of Business, 39, 19-138.
- Silva, W. C. (2012). Sorte vs Habilidade na análise de desempenho de fundos de investimento em ações no Brasil. Dissertação (Mestrado em Economia) – Programa de Pós-Graduação em Economia. Universidade Federal do Ceará, Fortaleza.
- Treynor, J. L. (1965). How to rate management of investment funds? Harvard Business Review, 43, 63-75.
- Treynor, J., & Mazuy, M. (1966). Can mutual funds outguess the market? Harvard Business Review, 44, 131-136.
- Vargas, M. M. (2006). Fondos de Inversión españoles: Análisis empírico de eficiencia y persistencia en la gestión. Tesis (Doutorado em Contabilidade e Finanças) – Faculdade de Economia e Empresas. Universidad de Zaragoza. Zaragoza.