Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case

Detalhes bibliográficos
Autor(a) principal: Robert Aldo Iquiapaza
Data de Publicação: 2016
Outros Autores: Gustavo Fiuza Costa Vaz, Sergio Louro Borges
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFMG
Texto Completo: http://hdl.handle.net/1843/43363
Resumo: OBJECTIVES This research aimed to verify the performance of the Volatility Timing (VT) and Reward to Risk Timing (RRT) models of portfolio selection when compared with the Naïve and Mean-Variance ones, applied to the Brazilian stock market. METHODOLOGY The methodology consists in applying the VT, RRT, Naïve and the Mean-Variance portfolio strategies, considering different tuning levels of rebalancing portfolios. The assets employed in the analysis were those included in the Ibovespa Index in the period from January of 2004 through December of 2014. We used statistical and financial indicators to measure the performance of the strategies, and measure its turnover and transaction costs. RESULTS AND CONCLUSIONS It was possible to compare strategies against the Minimum Variance (Wvm) portfolio, the Ibovespa (Ibov) and the Naïve portfolios. The Ibov and Naïve presented the lowest portfolios returns. In the other the hand the Wvm, VT and RRT, with high investors aggressiveness in favor to less volatile assets (η=4), had the highest performance (monthly Sharpe Index 6.6%, 5.98% and 5.08%, respectively). In addition, the VT4 and the Wvm portfolios consistently preserved a low turnover. However, the RRT portfolios present- ed high turnover. Analyzed by sub-periods, the results pointed out that the best choice of portfolio de- pends upon the Brazilian economic scenario. During the first sub period RRTbm4 had the best results with 45.65% annualized return and a 223.7% Sharpe Ratio. In the second sub period the RRTk4 featured with a 21.33% annualized return and a Sharpe Ratio of 62.33%. In the last sub period, however, no strat- egies presented positive returns or Sharpe Ratios. PRACTICAL ISSUES This research evidenced that the best choice of portfolio strategies depends upon the economic setting that the Brazilian market is undergoing, because some of the strategies had better results in specific peri- ods. However, in most cases, portfolios that give more weights to less volatile assets, such as minimum variance, and volatility timing and reward to risk timing with η=4, would produce better performance (Sharpe Ratio) without significant increase in transaction costs.
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spelling 2022-07-18T13:48:53Z2022-07-18T13:48:53Z20167221768854http://hdl.handle.net/1843/43363OBJECTIVES This research aimed to verify the performance of the Volatility Timing (VT) and Reward to Risk Timing (RRT) models of portfolio selection when compared with the Naïve and Mean-Variance ones, applied to the Brazilian stock market. METHODOLOGY The methodology consists in applying the VT, RRT, Naïve and the Mean-Variance portfolio strategies, considering different tuning levels of rebalancing portfolios. The assets employed in the analysis were those included in the Ibovespa Index in the period from January of 2004 through December of 2014. We used statistical and financial indicators to measure the performance of the strategies, and measure its turnover and transaction costs. RESULTS AND CONCLUSIONS It was possible to compare strategies against the Minimum Variance (Wvm) portfolio, the Ibovespa (Ibov) and the Naïve portfolios. The Ibov and Naïve presented the lowest portfolios returns. In the other the hand the Wvm, VT and RRT, with high investors aggressiveness in favor to less volatile assets (η=4), had the highest performance (monthly Sharpe Index 6.6%, 5.98% and 5.08%, respectively). In addition, the VT4 and the Wvm portfolios consistently preserved a low turnover. However, the RRT portfolios present- ed high turnover. Analyzed by sub-periods, the results pointed out that the best choice of portfolio de- pends upon the Brazilian economic scenario. During the first sub period RRTbm4 had the best results with 45.65% annualized return and a 223.7% Sharpe Ratio. In the second sub period the RRTk4 featured with a 21.33% annualized return and a Sharpe Ratio of 62.33%. In the last sub period, however, no strat- egies presented positive returns or Sharpe Ratios. PRACTICAL ISSUES This research evidenced that the best choice of portfolio strategies depends upon the economic setting that the Brazilian market is undergoing, because some of the strategies had better results in specific peri- ods. However, in most cases, portfolios that give more weights to less volatile assets, such as minimum variance, and volatility timing and reward to risk timing with η=4, would produce better performance (Sharpe Ratio) without significant increase in transaction costs.OBJETIVOS A presente pesquisa teve como objetivo verificar a performance dos modelos de seleção de portfólio ba- seados em Timing de volatilidade (VT) e Timing de recompensa ao risco (RRT), comparando-os com o Portfólio Ingênuo e o de Média-Variância, aplicados ao mercado de capitais brasileiro. METODOLOGIA A metodologia utilizada consistiu em aplicar as estratégias de construção de portfólios VT, RRT, Ingênuo e Média-variância, considerando diferentes níveis de rebalanceamento destes. Os ativos utilizados na análise foram aqueles incluídos no índice Ibovespa no período de Janeiro de 2004 a Dezembro de 2014. Foram utilizados indicadores estatísticos e financeiros para mensurar a performance das estratégias, as- sim como medidas de turnover e custos de transação. RESULTADOSS E CONCLUSÕES Foi possível comparar as estratégias VT e RRT com as carteiras de variância mínima (Wvm), o Ibovespa (Ibov) e a carteira Ingênua. O Ibov e a carteira Ingênua apresentaram os menores retornos. Por outro la- do, a Wvm, e as carteiras VT e RRT com altos níveis de agressividade dos investidores a favor de ativos menos voláteis (η = 4), tiveram o melhor desempenho (Índice de Sharpe mensal de 6,6%, 5,98% e 5,08%, respectivamente). Além disso, as carteiras VT4 e Wvm mantiveram consistentemente um turno- ver baixo. No entanto, as carteiras RRT apresentaram alta rotatividade dos ativos. Na análise por subpe- ríodos, os resultados apontaram que a melhor escolha de portfólio depende do cenário econômico brasi- leiro. Durante o primeiro subperíodo a RRTbm4 teve os melhores resultados com 45,65% retorno anuali- zado e 223,7% de Índice Sharpe. No segundo subperíodo a RRTk4 ficou com um retorno anualizado de 21,33% e um Índice de Sharpe de 62,33%. No último subperíodo, no entanto, nenhuma das estratégias apresentou retornos ou índices de Sharpe positivos. IMPLICAÇÕES PRÁTICAS Esta pesquisa mostrou que a escolha da melhor estratégia de carteira depende da conjuntura econômica vigente no mercado brasileiro, já que algumas das estratégias tiveram melhores resultados em subperío- dos específicos. No entanto, na maioria dos casos, carteiras que dão mais peso para os ativos menos voláteis, como a de variância mínima, de timing de volatilidade e de timing de recompensa pelo risco com η = 4, podem resultar em melhor desempenho (Índice de Sharpe), sem aumento significativo dos custos de transação.engUniversidade Federal de Minas GeraisUFMGBrasilFCE - DEPARTAMENTO DE CIÊNCIAS ADMINISTRATIVASRevista de Finanças AplicadasInvestimentosPortfolio selectionVolatility TimingReward to Risk TiminPortfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian caseAvaliação de portfólio de estratégias de investimento de timing de volatilidade e timing de recompensa ao risco: o caso brasileiroinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://financasaplicadas.net/index.php/financasaplicadas/issue/view/25Robert Aldo IquiapazaGustavo Fiuza Costa VazSergio Louro Borgesinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSELicense.txtLicense.txttext/plain; charset=utf-82042https://repositorio.ufmg.br/bitstream/1843/43363/1/License.txtfa505098d172de0bc8864fc1287ffe22MD51ORIGINALAvaliação de portfólio de estratégias de investimento.pdfAvaliação de portfólio de estratégias de investimento.pdfapplication/pdf14394397https://repositorio.ufmg.br/bitstream/1843/43363/2/Avalia%c3%a7%c3%a3o%20de%20portf%c3%b3lio%20de%20estrat%c3%a9gias%20de%20investimento.pdf2826b2d79c8355ae41137405a0a646baMD521843/433632022-07-18 10:48:53.379oai:repositorio.ufmg.br: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Repositório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2022-07-18T13:48:53Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false
dc.title.pt_BR.fl_str_mv Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
dc.title.alternative.pt_BR.fl_str_mv Avaliação de portfólio de estratégias de investimento de timing de volatilidade e timing de recompensa ao risco: o caso brasileiro
title Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
spellingShingle Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
Robert Aldo Iquiapaza
Portfolio selection
Volatility Timing
Reward to Risk Timin
Investimentos
title_short Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
title_full Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
title_fullStr Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
title_full_unstemmed Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
title_sort Portfolio evaluation volatility timing and reward to risk timing investment strategies: the Brazilian case
author Robert Aldo Iquiapaza
author_facet Robert Aldo Iquiapaza
Gustavo Fiuza Costa Vaz
Sergio Louro Borges
author_role author
author2 Gustavo Fiuza Costa Vaz
Sergio Louro Borges
author2_role author
author
dc.contributor.author.fl_str_mv Robert Aldo Iquiapaza
Gustavo Fiuza Costa Vaz
Sergio Louro Borges
dc.subject.por.fl_str_mv Portfolio selection
Volatility Timing
Reward to Risk Timin
topic Portfolio selection
Volatility Timing
Reward to Risk Timin
Investimentos
dc.subject.other.pt_BR.fl_str_mv Investimentos
description OBJECTIVES This research aimed to verify the performance of the Volatility Timing (VT) and Reward to Risk Timing (RRT) models of portfolio selection when compared with the Naïve and Mean-Variance ones, applied to the Brazilian stock market. METHODOLOGY The methodology consists in applying the VT, RRT, Naïve and the Mean-Variance portfolio strategies, considering different tuning levels of rebalancing portfolios. The assets employed in the analysis were those included in the Ibovespa Index in the period from January of 2004 through December of 2014. We used statistical and financial indicators to measure the performance of the strategies, and measure its turnover and transaction costs. RESULTS AND CONCLUSIONS It was possible to compare strategies against the Minimum Variance (Wvm) portfolio, the Ibovespa (Ibov) and the Naïve portfolios. The Ibov and Naïve presented the lowest portfolios returns. In the other the hand the Wvm, VT and RRT, with high investors aggressiveness in favor to less volatile assets (η=4), had the highest performance (monthly Sharpe Index 6.6%, 5.98% and 5.08%, respectively). In addition, the VT4 and the Wvm portfolios consistently preserved a low turnover. However, the RRT portfolios present- ed high turnover. Analyzed by sub-periods, the results pointed out that the best choice of portfolio de- pends upon the Brazilian economic scenario. During the first sub period RRTbm4 had the best results with 45.65% annualized return and a 223.7% Sharpe Ratio. In the second sub period the RRTk4 featured with a 21.33% annualized return and a Sharpe Ratio of 62.33%. In the last sub period, however, no strat- egies presented positive returns or Sharpe Ratios. PRACTICAL ISSUES This research evidenced that the best choice of portfolio strategies depends upon the economic setting that the Brazilian market is undergoing, because some of the strategies had better results in specific peri- ods. However, in most cases, portfolios that give more weights to less volatile assets, such as minimum variance, and volatility timing and reward to risk timing with η=4, would produce better performance (Sharpe Ratio) without significant increase in transaction costs.
publishDate 2016
dc.date.issued.fl_str_mv 2016
dc.date.accessioned.fl_str_mv 2022-07-18T13:48:53Z
dc.date.available.fl_str_mv 2022-07-18T13:48:53Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1843/43363
dc.identifier.issn.pt_BR.fl_str_mv 21768854
identifier_str_mv 21768854
url http://hdl.handle.net/1843/43363
dc.language.iso.fl_str_mv eng
language eng
dc.relation.ispartof.pt_BR.fl_str_mv Revista de Finanças Aplicadas
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.publisher.initials.fl_str_mv UFMG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv FCE - DEPARTAMENTO DE CIÊNCIAS ADMINISTRATIVAS
publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
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