Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity

Detalhes bibliográficos
Autor(a) principal: Guzella, Marcelo dos Santos
Data de Publicação: 2017
Outros Autores: Campani, Carlos Heitor
Tipo de documento: Artigo
Idioma: eng
por
Título da fonte: Revista Contabilidade & Finanças (Online)
Texto Completo: https://www.revistas.usp.br/rcf/article/view/131276
Resumo: This paper aimed to investigate the impact of levels of selectivity on the performance of equity funds using a methodology applied for the first time ever (as far as we know) in the Brazilian market. As an indicator of the activity level of a fund, we proposed the coefficient of determination (R2) of the regression of its returns over market returns. In total, 867 funds were analyzed in the period between November 2004 and October 2014. The hypothesis tested is that more selective funds perform better to compensate for their higher operating costs. This hypothesis was confirmed in the Brazilian market. Dynamic equally-weighted portfolios of funds were simulated, according to their past R2 and alphas, with monthly rebalancing and 12-month moving windows. The portfolio of the most selective funds had a Sharpe ratio of 0.0494, on a monthly basis, while the portfolio of the least selective funds had a Sharpe ratio of -0.0314. Performance was also higher in evaluations involving excess returns, Jensen’s alpha, and accumulated returns, as well as when compared to randomly selected portfolios. Moreover, past performance (as measured by Jensen’s alpha) was also a predictor of future performance. Particularly, the portfolio composed by funds with a higher past alpha and lower past R2 presented a Sharpe ratio of 0.1483 and a Jensen’s alpha of 0.87% (significant at 1%), while the one composed of funds with a lower past alpha and lower activity level presented a Sharpe ratio of -0.0673 and an alpha of -0.32% (also significant at 1%).
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spelling Predictive power of Brazilian equity fund performance using R2 as a measure of selectivityPoder preditivo do desempenho de fundos brasileiros de ações a partir do R2 como medida do grau de seletividadeseletividade de fundos de açõesmercado financeiro brasileiropoder preditivoíndice Sharpealfa de Jensenselectivity of equity fundsfinancial brazilian marketpredictive powerSharpe ratioJensen’s alphaThis paper aimed to investigate the impact of levels of selectivity on the performance of equity funds using a methodology applied for the first time ever (as far as we know) in the Brazilian market. As an indicator of the activity level of a fund, we proposed the coefficient of determination (R2) of the regression of its returns over market returns. In total, 867 funds were analyzed in the period between November 2004 and October 2014. The hypothesis tested is that more selective funds perform better to compensate for their higher operating costs. This hypothesis was confirmed in the Brazilian market. Dynamic equally-weighted portfolios of funds were simulated, according to their past R2 and alphas, with monthly rebalancing and 12-month moving windows. The portfolio of the most selective funds had a Sharpe ratio of 0.0494, on a monthly basis, while the portfolio of the least selective funds had a Sharpe ratio of -0.0314. Performance was also higher in evaluations involving excess returns, Jensen’s alpha, and accumulated returns, as well as when compared to randomly selected portfolios. Moreover, past performance (as measured by Jensen’s alpha) was also a predictor of future performance. Particularly, the portfolio composed by funds with a higher past alpha and lower past R2 presented a Sharpe ratio of 0.1483 and a Jensen’s alpha of 0.87% (significant at 1%), while the one composed of funds with a lower past alpha and lower activity level presented a Sharpe ratio of -0.0673 and an alpha of -0.32% (also significant at 1%). Este trabalho investigou o impacto do grau de seletividade dos fundos em sua performance por meio de uma metodologia pioneiramente (até onde foi verificado) aplicada no mercado brasileiro. Como indicador do grau de atividade do fundo, propusemos o coeficiente de determinação (R2) da regressão de seus retornos sobre os retornos de mercado. Foram avaliados 867 fundos de ações brasileiros no período de novembro de 2004 a outubro de 2014. Foi testada a hipótese de que fundos mais seletivos apresentariam melhores retornos para compensar seus custos mais elevados. Essa hipótese foi confirmada no mercado brasileiro. A avaliação foi feita pela subdivisão da amostra em portfólios igualmente ponderados, de acordo com o R2 e alfas históricos dos fundos, com rebalanceamento mensal e janelas móveis de 12 meses. O portfólio construído por fundos mais seletivos obteve índice Sharpe de 0,0494, em base mensal, e aquele composto por fundos menos seletivos registrou um índice de -0,0314. A performance foi superior também na avaliação pelo excesso de retorno, pelo alfa de Jensen e pelo retorno acumulado, e na comparação com portfólios formados por fundos selecionados aleatoriamente. Além disso, a performance passada (medida pelo alfa de Jensen) também se mostrou um preditor de performance. Em particular, o portfólio formado por fundos com menor R2 e maior alfa históricos apresentou índice Sharpe de 0,1483 e alfa de Jensen (significativo a 1%) de 0,87%, enquanto aquele formado por fundos com menor grau de atividade e menor alfa histórico obteve índice Sharpe de -0,0673 e alfa de Jensen (significativo a 1%) de -0,32%.Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária2017-08-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://www.revistas.usp.br/rcf/article/view/13127610.1590/1808-057x201703590Revista Contabilidade & Finanças; v. 28 n. 74 (2017); 282-296Revista Contabilidade & Finanças; Vol. 28 No. 74 (2017); 282-296Revista Contabilidade & Finanças; Vol. 28 Núm. 74 (2017); 282-2961808-057X1519-7077reponame:Revista Contabilidade & Finanças (Online)instname:Universidade de São Paulo (USP)instacron:USPengporhttps://www.revistas.usp.br/rcf/article/view/131276/127675https://www.revistas.usp.br/rcf/article/view/131276/127676Copyright (c) 2018 Revista Contabilidade & Finançasinfo:eu-repo/semantics/openAccessGuzella, Marcelo dos SantosCampani, Carlos Heitor2017-04-18T20:00:34Zoai:revistas.usp.br:article/131276Revistahttp://www.revistas.usp.br/rcf/indexPUBhttps://old.scielo.br/oai/scielo-oai.phprecont@usp.br||recont@usp.br1808-057X1519-7077opendoar:2017-04-18T20:00:34Revista Contabilidade & Finanças (Online) - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
Poder preditivo do desempenho de fundos brasileiros de ações a partir do R2 como medida do grau de seletividade
title Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
spellingShingle Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
Guzella, Marcelo dos Santos
seletividade de fundos de ações
mercado financeiro brasileiro
poder preditivo
índice Sharpe
alfa de Jensen
selectivity of equity funds
financial brazilian market
predictive power
Sharpe ratio
Jensen’s alpha
title_short Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
title_full Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
title_fullStr Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
title_full_unstemmed Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
title_sort Predictive power of Brazilian equity fund performance using R2 as a measure of selectivity
author Guzella, Marcelo dos Santos
author_facet Guzella, Marcelo dos Santos
Campani, Carlos Heitor
author_role author
author2 Campani, Carlos Heitor
author2_role author
dc.contributor.author.fl_str_mv Guzella, Marcelo dos Santos
Campani, Carlos Heitor
dc.subject.por.fl_str_mv seletividade de fundos de ações
mercado financeiro brasileiro
poder preditivo
índice Sharpe
alfa de Jensen
selectivity of equity funds
financial brazilian market
predictive power
Sharpe ratio
Jensen’s alpha
topic seletividade de fundos de ações
mercado financeiro brasileiro
poder preditivo
índice Sharpe
alfa de Jensen
selectivity of equity funds
financial brazilian market
predictive power
Sharpe ratio
Jensen’s alpha
description This paper aimed to investigate the impact of levels of selectivity on the performance of equity funds using a methodology applied for the first time ever (as far as we know) in the Brazilian market. As an indicator of the activity level of a fund, we proposed the coefficient of determination (R2) of the regression of its returns over market returns. In total, 867 funds were analyzed in the period between November 2004 and October 2014. The hypothesis tested is that more selective funds perform better to compensate for their higher operating costs. This hypothesis was confirmed in the Brazilian market. Dynamic equally-weighted portfolios of funds were simulated, according to their past R2 and alphas, with monthly rebalancing and 12-month moving windows. The portfolio of the most selective funds had a Sharpe ratio of 0.0494, on a monthly basis, while the portfolio of the least selective funds had a Sharpe ratio of -0.0314. Performance was also higher in evaluations involving excess returns, Jensen’s alpha, and accumulated returns, as well as when compared to randomly selected portfolios. Moreover, past performance (as measured by Jensen’s alpha) was also a predictor of future performance. Particularly, the portfolio composed by funds with a higher past alpha and lower past R2 presented a Sharpe ratio of 0.1483 and a Jensen’s alpha of 0.87% (significant at 1%), while the one composed of funds with a lower past alpha and lower activity level presented a Sharpe ratio of -0.0673 and an alpha of -0.32% (also significant at 1%).
publishDate 2017
dc.date.none.fl_str_mv 2017-08-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.revistas.usp.br/rcf/article/view/131276
10.1590/1808-057x201703590
url https://www.revistas.usp.br/rcf/article/view/131276
identifier_str_mv 10.1590/1808-057x201703590
dc.language.iso.fl_str_mv eng
por
language eng
por
dc.relation.none.fl_str_mv https://www.revistas.usp.br/rcf/article/view/131276/127675
https://www.revistas.usp.br/rcf/article/view/131276/127676
dc.rights.driver.fl_str_mv Copyright (c) 2018 Revista Contabilidade & Finanças
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2018 Revista Contabilidade & Finanças
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária
publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária
dc.source.none.fl_str_mv Revista Contabilidade & Finanças; v. 28 n. 74 (2017); 282-296
Revista Contabilidade & Finanças; Vol. 28 No. 74 (2017); 282-296
Revista Contabilidade & Finanças; Vol. 28 Núm. 74 (2017); 282-296
1808-057X
1519-7077
reponame:Revista Contabilidade & Finanças (Online)
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Revista Contabilidade & Finanças (Online)
collection Revista Contabilidade & Finanças (Online)
repository.name.fl_str_mv Revista Contabilidade & Finanças (Online) - Universidade de São Paulo (USP)
repository.mail.fl_str_mv recont@usp.br||recont@usp.br
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