The relationship between idiosyncratic risk and returns in the Brazilian stock market
Autor(a) principal: | |
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Data de Publicação: | 2012 |
Outros Autores: | , , |
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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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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1787713776719495168 |