DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS

Detalhes bibliográficos
Autor(a) principal: Schutt, Isabel Gaio
Data de Publicação: 2016
Outros Autores: Caldeira, João Frois
Tipo de documento: Artigo
Idioma: por
Título da fonte: Análise Econômica (Online)
Texto Completo: https://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/45779
Resumo: This paper applies the traditional return-based style analysis (RBSA) in the presence of time-varying exposures. Often the investment style is assumed to be constant through time. Alternatively, time variation is sometimes implicitly accounted for by using rolling regressions when estimating the style analysis. We use the Kalman filter to model time-varying exposures of hedge funds explicitly. This leads to a testable model and more efficient use of the data, which reduces the influence of spurious correlation between hedge fund returns and style indices. The aim of this study is to estimate the investment styles and reveal periodic return distributions of Brazilian hedge funds for the 2006-2011 period. In a large sample of funds, we find substantial evidence that hedge fund risk exposures vary along the time. We also find that the exposition to fixed income is increasing over the last years. The results have shown that style analyses explain over 50% of the funds returns. Finally, we analyze exposures during the global financial crisis (2008-2009).
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spelling DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDSANÁLISE DE ESTILO DINÂMICA DE FUNDOS MULTIMERCADOS: APLICAÇÃO PARA O MERCADO BRASILEIROAnálise de estilo dinâmicaFiltro de KalmanParâmetros variantes no tempoFundos multimercadosPersistênciaC53E43G17Dynamic style analysisKalman filterTime varying parameterHedge fundsPersistenceC53E43G17This paper applies the traditional return-based style analysis (RBSA) in the presence of time-varying exposures. Often the investment style is assumed to be constant through time. Alternatively, time variation is sometimes implicitly accounted for by using rolling regressions when estimating the style analysis. We use the Kalman filter to model time-varying exposures of hedge funds explicitly. This leads to a testable model and more efficient use of the data, which reduces the influence of spurious correlation between hedge fund returns and style indices. The aim of this study is to estimate the investment styles and reveal periodic return distributions of Brazilian hedge funds for the 2006-2011 period. In a large sample of funds, we find substantial evidence that hedge fund risk exposures vary along the time. We also find that the exposition to fixed income is increasing over the last years. The results have shown that style analyses explain over 50% of the funds returns. Finally, we analyze exposures during the global financial crisis (2008-2009).Este artigo aplica o modelo de análise de estilo baseado em retornos (RBSA) considerando explicitamente a presença de exposições variantes no tempo. Inicialmente, o modelo é estimado assumindo que os estilos são constantes ao longo do tempo. Posteriormente, é utilizada a abordagem do filtro de Kalman para modelar as exposições dos fundos multimercados variantes ao longo do tempo. Usando uma base de dados de fundos multimercados brasileiros, os resultados mostram que a RBSA pode explicar mais de 50% da variância dos retornos dos fundos. Também evidencia significante exposição ao mercado de ações e que a exposição a fatores relacionados ao mercado de renda fixa vem crescendo. Finalmente, a modelagem considerada capta mudanças importantes no estilo de exposição a fatores de risco dos fundos multimercados brasileiros decorrentes da recente crise financeira global (2008-2009).UFRGS2016-03-02info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/4577910.22456/2176-5456.45779Análise Econômica; Vol. 34 No. 65 (2016): março de 2016Análise Econômica; v. 34 n. 65 (2016): março de 20162176-54560102-9924reponame:Análise Econômica (Online)instname:Universidade Federal do Rio Grande do Sul (UFRGS)instacron:UFRGSporhttps://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/45779/36639Copyright (c) 2019 Análise Econômicainfo:eu-repo/semantics/openAccessSchutt, Isabel GaioCaldeira, João Frois2016-05-06T16:24:32Zoai:seer.ufrgs.br:article/45779Revistahttps://seer.ufrgs.br/index.php/AnaliseEconomicaPUBhttps://seer.ufrgs.br/index.php/AnaliseEconomica/oai||rae@ufrgs.br2176-54560102-9924opendoar:2016-05-06T16:24:32Análise Econômica (Online) - Universidade Federal do Rio Grande do Sul (UFRGS)false
dc.title.none.fl_str_mv DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
ANÁLISE DE ESTILO DINÂMICA DE FUNDOS MULTIMERCADOS: APLICAÇÃO PARA O MERCADO BRASILEIRO
title DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
spellingShingle DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
Schutt, Isabel Gaio
Análise de estilo dinâmica
Filtro de Kalman
Parâmetros variantes no tempo
Fundos multimercados
Persistência
C53
E43
G17
Dynamic style analysis
Kalman filter
Time varying parameter
Hedge funds
Persistence
C53
E43
G17
title_short DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
title_full DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
title_fullStr DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
title_full_unstemmed DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
title_sort DYNAMIC STYLE ANALYSIS OF BRAZILIAN HEDGE FUNDS
author Schutt, Isabel Gaio
author_facet Schutt, Isabel Gaio
Caldeira, João Frois
author_role author
author2 Caldeira, João Frois
author2_role author
dc.contributor.author.fl_str_mv Schutt, Isabel Gaio
Caldeira, João Frois
dc.subject.por.fl_str_mv Análise de estilo dinâmica
Filtro de Kalman
Parâmetros variantes no tempo
Fundos multimercados
Persistência
C53
E43
G17
Dynamic style analysis
Kalman filter
Time varying parameter
Hedge funds
Persistence
C53
E43
G17
topic Análise de estilo dinâmica
Filtro de Kalman
Parâmetros variantes no tempo
Fundos multimercados
Persistência
C53
E43
G17
Dynamic style analysis
Kalman filter
Time varying parameter
Hedge funds
Persistence
C53
E43
G17
description This paper applies the traditional return-based style analysis (RBSA) in the presence of time-varying exposures. Often the investment style is assumed to be constant through time. Alternatively, time variation is sometimes implicitly accounted for by using rolling regressions when estimating the style analysis. We use the Kalman filter to model time-varying exposures of hedge funds explicitly. This leads to a testable model and more efficient use of the data, which reduces the influence of spurious correlation between hedge fund returns and style indices. The aim of this study is to estimate the investment styles and reveal periodic return distributions of Brazilian hedge funds for the 2006-2011 period. In a large sample of funds, we find substantial evidence that hedge fund risk exposures vary along the time. We also find that the exposition to fixed income is increasing over the last years. The results have shown that style analyses explain over 50% of the funds returns. Finally, we analyze exposures during the global financial crisis (2008-2009).
publishDate 2016
dc.date.none.fl_str_mv 2016-03-02
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://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/45779
10.22456/2176-5456.45779
url https://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/45779
identifier_str_mv 10.22456/2176-5456.45779
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://seer.ufrgs.br/index.php/AnaliseEconomica/article/view/45779/36639
dc.rights.driver.fl_str_mv Copyright (c) 2019 Análise Econômica
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2019 Análise Econômica
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv UFRGS
publisher.none.fl_str_mv UFRGS
dc.source.none.fl_str_mv Análise Econômica; Vol. 34 No. 65 (2016): março de 2016
Análise Econômica; v. 34 n. 65 (2016): março de 2016
2176-5456
0102-9924
reponame:Análise Econômica (Online)
instname:Universidade Federal do Rio Grande do Sul (UFRGS)
instacron:UFRGS
instname_str Universidade Federal do Rio Grande do Sul (UFRGS)
instacron_str UFRGS
institution UFRGS
reponame_str Análise Econômica (Online)
collection Análise Econômica (Online)
repository.name.fl_str_mv Análise Econômica (Online) - Universidade Federal do Rio Grande do Sul (UFRGS)
repository.mail.fl_str_mv ||rae@ufrgs.br
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