The relationship between idiosyncratic risk and returns in the Brazilian stock market

Detalhes bibliográficos
Autor(a) principal: Mendonça, Fernanda Primo de
Data de Publicação: 2012
Outros Autores: Klotzle, Marcelo Cabus, Pinto, Antonio Carlos Figueiredo, Montezano, Roberto Marcos da Silva
Tipo de documento: Artigo
Idioma: por
eng
Título da fonte: Revista Contabilidade & Finanças (Online)
Texto Completo: https://www.revistas.usp.br/rcf/article/view/53080
Resumo: The relationship between idiosyncratic risk and stock returns has been widely studied in various international publications with controversial results. In the Brazilian context, studies on this subject are scarce. This study seeks to verify the relationship between idiosyncratic risk and stock returns in the Brazilian stock market. To achieve this goal, two methods were used to estimate idiosyncratic volatility: first, the residuals of regressions based on the Fama and French Three-Factor Model and second, the EGARCH model, which provided the conditional volatility. These variables were added to cross-section regression models, along with the following stock-specific variables: beta, market value, book-to-market ratio, momentum effect and liquidity. The results show that idiosyncratic volatility has a positive and significant influence on stock returns and that the most appropriate model is the one that includes all the mentioned variables. The analysis of the other variables also produced important results. Contrary to expectations, the market value of stocks and liquidity had an important influence on returns. These variables' coefficients were positive in all the analyzed models. This result may reflect the particularities of the Brazilian market, which is smaller, more recent and less consolidated than the USA stock market. On the other hand, the results relating to the book-to-market ratio and the momentum effect were consistent with the literature. Value stocks and those with a good past performance tended to produce higher returns.
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spelling The relationship between idiosyncratic risk and returns in the Brazilian stock market A relação entre risco idiossincrático e retorno no mercado acionário brasileiro Idiosyncratic riskStock marketStock returnsEGARCH modelThree-Factor modelRisco idiossincráticoMercado acionárioRetornoModelo EGARCHModelo de Três Fatores The relationship between idiosyncratic risk and stock returns has been widely studied in various international publications with controversial results. In the Brazilian context, studies on this subject are scarce. This study seeks to verify the relationship between idiosyncratic risk and stock returns in the Brazilian stock market. To achieve this goal, two methods were used to estimate idiosyncratic volatility: first, the residuals of regressions based on the Fama and French Three-Factor Model and second, the EGARCH model, which provided the conditional volatility. These variables were added to cross-section regression models, along with the following stock-specific variables: beta, market value, book-to-market ratio, momentum effect and liquidity. The results show that idiosyncratic volatility has a positive and significant influence on stock returns and that the most appropriate model is the one that includes all the mentioned variables. The analysis of the other variables also produced important results. Contrary to expectations, the market value of stocks and liquidity had an important influence on returns. These variables' coefficients were positive in all the analyzed models. This result may reflect the particularities of the Brazilian market, which is smaller, more recent and less consolidated than the USA stock market. On the other hand, the results relating to the book-to-market ratio and the momentum effect were consistent with the literature. Value stocks and those with a good past performance tended to produce higher returns. A relação entre risco idiossincrático e retorno tem sido amplamente estudada em várias publicações internacionais, com resultados controversos. No contexto brasileiro, os estudos sobre este tema ainda são escassos. Este trabalho visa verificar a relação entre o risco idiossincrático e o retorno das ações no mercado acionário brasileiro. Para atingir este objetivo, foram utilizados dois métodos de estimação da volatilidade idiossincrática: primeiro, os resíduos de regressões baseadas no Modelo de Três Fatores de Fama e French, e segundo, o modelo EGARCH, que forneceu a volatilidade convencional. Essas variáveis foram adicionadas a modelos de regressão cross-section, juntamente com outras variáveis específicas às ações, tais como: beta, valor de mercado, índice book-to-market, efeito momentum e liquidez. Os resultados mostram que a volatilidade idiossincrática tem uma influência positiva e significante sobre o retorno das ações, e que o modelo mais apropriado é aquele que inclui todas as variáveis mencionadas. A análise das outras variáveis também produziu resultados importantes. Contrariamente às expectativas, o valor de mercado das ações e a liquidez tiveram uma influência importante sobre o retorno. Os coeficientes dessas variáveis foram positivos em todos os modelos analisados. Esse resultado pode ser reflexo de uma particularidade do mercado brasileiro, que é menor, mais recente e menos consolidado que o mercado dos EUA. Por outro lado, os resultados relativos ao índice book-to-market e ao efeito momentum foram consistentes com a literatura. Ações de valor e ações com bom desempenho anterior tendem a produzir retornos maiores. Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária2012-12-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://www.revistas.usp.br/rcf/article/view/5308010.1590/S1519-70772012000300009Revista Contabilidade & Finanças; v. 23 n. 60 (2012); 246-257 Revista Contabilidade & Finanças; Vol. 23 No. 60 (2012); 246-257 Revista Contabilidade & Finanças; Vol. 23 Núm. 60 (2012); 246-257 1808-057X1519-7077reponame:Revista Contabilidade & Finanças (Online)instname:Universidade de São Paulo (USP)instacron:USPporenghttps://www.revistas.usp.br/rcf/article/view/53080/57142https://www.revistas.usp.br/rcf/article/view/53080/57143Copyright (c) 2018 Revista Contabilidade & Finançasinfo:eu-repo/semantics/openAccessMendonça, Fernanda Primo deKlotzle, Marcelo CabusPinto, Antonio Carlos FigueiredoMontezano, Roberto Marcos da Silva2013-04-08T16:54:23Zoai:revistas.usp.br:article/53080Revistahttp://www.revistas.usp.br/rcf/indexPUBhttps://old.scielo.br/oai/scielo-oai.phprecont@usp.br||recont@usp.br1808-057X1519-7077opendoar:2013-04-08T16:54:23Revista Contabilidade & Finanças (Online) - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv The relationship between idiosyncratic risk and returns in the Brazilian stock market
A relação entre risco idiossincrático e retorno no mercado acionário brasileiro
title The relationship between idiosyncratic risk and returns in the Brazilian stock market
spellingShingle The relationship between idiosyncratic risk and returns in the Brazilian stock market
Mendonça, Fernanda Primo de
Idiosyncratic risk
Stock market
Stock returns
EGARCH model
Three-Factor model
Risco idiossincrático
Mercado acionário
Retorno
Modelo EGARCH
Modelo de Três Fatores
title_short The relationship between idiosyncratic risk and returns in the Brazilian stock market
title_full The relationship between idiosyncratic risk and returns in the Brazilian stock market
title_fullStr The relationship between idiosyncratic risk and returns in the Brazilian stock market
title_full_unstemmed The relationship between idiosyncratic risk and returns in the Brazilian stock market
title_sort The relationship between idiosyncratic risk and returns in the Brazilian stock market
author Mendonça, Fernanda Primo de
author_facet Mendonça, Fernanda Primo de
Klotzle, Marcelo Cabus
Pinto, Antonio Carlos Figueiredo
Montezano, Roberto Marcos da Silva
author_role author
author2 Klotzle, Marcelo Cabus
Pinto, Antonio Carlos Figueiredo
Montezano, Roberto Marcos da Silva
author2_role author
author
author
dc.contributor.author.fl_str_mv Mendonça, Fernanda Primo de
Klotzle, Marcelo Cabus
Pinto, Antonio Carlos Figueiredo
Montezano, Roberto Marcos da Silva
dc.subject.por.fl_str_mv Idiosyncratic risk
Stock market
Stock returns
EGARCH model
Three-Factor model
Risco idiossincrático
Mercado acionário
Retorno
Modelo EGARCH
Modelo de Três Fatores
topic Idiosyncratic risk
Stock market
Stock returns
EGARCH model
Three-Factor model
Risco idiossincrático
Mercado acionário
Retorno
Modelo EGARCH
Modelo de Três Fatores
description The relationship between idiosyncratic risk and stock returns has been widely studied in various international publications with controversial results. In the Brazilian context, studies on this subject are scarce. This study seeks to verify the relationship between idiosyncratic risk and stock returns in the Brazilian stock market. To achieve this goal, two methods were used to estimate idiosyncratic volatility: first, the residuals of regressions based on the Fama and French Three-Factor Model and second, the EGARCH model, which provided the conditional volatility. These variables were added to cross-section regression models, along with the following stock-specific variables: beta, market value, book-to-market ratio, momentum effect and liquidity. The results show that idiosyncratic volatility has a positive and significant influence on stock returns and that the most appropriate model is the one that includes all the mentioned variables. The analysis of the other variables also produced important results. Contrary to expectations, the market value of stocks and liquidity had an important influence on returns. These variables' coefficients were positive in all the analyzed models. This result may reflect the particularities of the Brazilian market, which is smaller, more recent and less consolidated than the USA stock market. On the other hand, the results relating to the book-to-market ratio and the momentum effect were consistent with the literature. Value stocks and those with a good past performance tended to produce higher returns.
publishDate 2012
dc.date.none.fl_str_mv 2012-12-01
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/53080
10.1590/S1519-70772012000300009
url https://www.revistas.usp.br/rcf/article/view/53080
identifier_str_mv 10.1590/S1519-70772012000300009
dc.language.iso.fl_str_mv por
eng
language por
eng
dc.relation.none.fl_str_mv https://www.revistas.usp.br/rcf/article/view/53080/57142
https://www.revistas.usp.br/rcf/article/view/53080/57143
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. 23 n. 60 (2012); 246-257
Revista Contabilidade & Finanças; Vol. 23 No. 60 (2012); 246-257
Revista Contabilidade & Finanças; Vol. 23 Núm. 60 (2012); 246-257
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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