Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários
Autor(a) principal: | |
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Data de Publicação: | 2011 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional do FGV (FGV Repositório Digital) |
Texto Completo: | http://hdl.handle.net/10438/8614 |
Resumo: | This dissertation is focused on studying the Brazilian stock market behavior, more specifically related to a pair trading strategy. The assets included in here come from listed stocks of Brazilian Stock Exchange Index (Ibovespa) and the pair selection is exclusively based on a statistic characteristics, known as cointegration, without fundamentalist analysis. The applied theory treats similar movement of stock prices between pairs which tends to revert to an equilibrium mean of price differences. The strategy will present positive returns when reversion occurs in a pre-defined time. Back-testing data comprises intraday prices from 2006 until 2010 of Ibovespa stocks. The tools in which pair selection and trading rules are coded are MATLAB (selection) and Streambase (trading). Selection is processed through Dickey-Fuller augmented test into MATLAB to check the existence of a unit root on an error time series of a linear combination of stock prices, for each pair. Operation is simulated through intraday back-testing data as mentioned, input into Streambase tool. Within back-testing period, the strategy results are profitable in 2006, 2007 and 2010. Parameters, to enter and stop the operation, were adjusted for the first month of 2006 and could be successfully applied for the whole year of 2006 (yield of Selic + 5.8% for 2006), for 2007, where yield were close to Selic and for 2010, with yield of Selic + 10.8%. In periods of high volatility (2008 and 2009), tests with the same parameters of the ones adjusted for 2006 generated losses, showing the strategy is highly impacted per volatility returns of stock prices. This behavior suggests that, in actual operations, parameters should be constantly reevaluated in order to adapt them to volatile scenarios. |
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Brito, Sheyla Cristina dos SantosEscolas::EESPSchiozer, Rafael FelipeCalfat, Roberto AnisRochman, Ricardo RatnerPinto, Afonso de Campos2011-09-19T15:15:25Z2011-09-19T15:15:25Z2011-08-19BRITO, Sheyla Cristina dos Santos. Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários. Dissertação (Mestrado Profissional em Finanças e Economia) - FGV - Fundação Getúlio Vargas, São Paulo, 2011.http://hdl.handle.net/10438/8614This dissertation is focused on studying the Brazilian stock market behavior, more specifically related to a pair trading strategy. The assets included in here come from listed stocks of Brazilian Stock Exchange Index (Ibovespa) and the pair selection is exclusively based on a statistic characteristics, known as cointegration, without fundamentalist analysis. The applied theory treats similar movement of stock prices between pairs which tends to revert to an equilibrium mean of price differences. The strategy will present positive returns when reversion occurs in a pre-defined time. Back-testing data comprises intraday prices from 2006 until 2010 of Ibovespa stocks. The tools in which pair selection and trading rules are coded are MATLAB (selection) and Streambase (trading). Selection is processed through Dickey-Fuller augmented test into MATLAB to check the existence of a unit root on an error time series of a linear combination of stock prices, for each pair. Operation is simulated through intraday back-testing data as mentioned, input into Streambase tool. Within back-testing period, the strategy results are profitable in 2006, 2007 and 2010. Parameters, to enter and stop the operation, were adjusted for the first month of 2006 and could be successfully applied for the whole year of 2006 (yield of Selic + 5.8% for 2006), for 2007, where yield were close to Selic and for 2010, with yield of Selic + 10.8%. In periods of high volatility (2008 and 2009), tests with the same parameters of the ones adjusted for 2006 generated losses, showing the strategy is highly impacted per volatility returns of stock prices. This behavior suggests that, in actual operations, parameters should be constantly reevaluated in order to adapt them to volatile scenarios.Esta dissertação estuda o movimento do mercado acionário brasileiro com o objetivo de testar a trajetória de preços de pares de ações, aplicada à estratégia de pair trading. Os ativos estudados compreendem as ações que compõem o Ibovespa e a seleção dos pares é feita de forma unicamente estatística através da característica de cointegração entre ativos, sem análise fundamentalista na escolha. A teoria aqui aplicada trata do movimento similar de preços de pares de ações que evoluem de forma a retornar para o equilíbrio. Esta evolução é medida pela diferença instantânea dos preços comparada à média histórica. A estratégia apresenta resultados positivos quando a reversão à média se efetiva, num intervalo de tempo pré-determinado. Os dados utilizados englobam os anos de 2006 a 2010, com preços intra-diários para as ações do Ibovespa. As ferramentas utilizadas para seleção dos pares e simulação de operação no mercado foram MATLAB (seleção) e Streambase (operação). A seleção foi feita através do Teste de Dickey-Fuller aumentado aplicado no MATLAB para verificar a existência da raiz unitária dos resíduos da combinação linear entre os preços das ações que compõem cada par. A operação foi feita através de back-testing com os dados intra-diários mencionados. Dentro do intervalo testado, a estratégia mostrou-se rentável para os anos de 2006, 2007 e 2010 (com retornos acima da Selic). Os parâmetros calibrados para o primeiro mês de 2006 puderam ser aplicados com sucesso para o restante do intervalo (retorno de Selic + 5,8% no ano de 2006), para 2007, onde o retorno foi bastante próximo da Selic e para 2010, com retorno de Selic + 10,8%. Nos anos de maior volatilidade (2008 e 2009), os testes com os mesmos parâmetros de 2006 apresentaram perdas, mostrando que a estratégia é fortemente impactada pela volatilidade dos retornos dos preços das ações. Este comportamento sugere que, numa operação real, os parâmetros devem ser calibrados periodicamente, com o objetivo de adaptá-los aos cenários mais voláteis.porCointegrationPairs tradingStatistical arbitrageMean reversionHistorical simulationBrazilian stock marketMercado acionário brasileiroIntra-diárioEconomiaAções (Finanças) - BrasilOperações com pares (Finanças)Bolsa de valores - BrasilCointegraçãoComportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diáriosinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisreponame:Repositório Institucional do FGV (FGV Repositório Digital)instname:Fundação Getulio Vargas 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|
dc.title.por.fl_str_mv |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
title |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
spellingShingle |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários Brito, Sheyla Cristina dos Santos Cointegration Pairs trading Statistical arbitrage Mean reversion Historical simulation Brazilian stock market Mercado acionário brasileiro Intra-diário Economia Ações (Finanças) - Brasil Operações com pares (Finanças) Bolsa de valores - Brasil Cointegração |
title_short |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
title_full |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
title_fullStr |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
title_full_unstemmed |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
title_sort |
Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários |
author |
Brito, Sheyla Cristina dos Santos |
author_facet |
Brito, Sheyla Cristina dos Santos |
author_role |
author |
dc.contributor.unidadefgv.por.fl_str_mv |
Escolas::EESP |
dc.contributor.member.none.fl_str_mv |
Schiozer, Rafael Felipe Calfat, Roberto Anis Rochman, Ricardo Ratner |
dc.contributor.author.fl_str_mv |
Brito, Sheyla Cristina dos Santos |
dc.contributor.advisor1.fl_str_mv |
Pinto, Afonso de Campos |
contributor_str_mv |
Pinto, Afonso de Campos |
dc.subject.eng.fl_str_mv |
Cointegration Pairs trading Statistical arbitrage Mean reversion Historical simulation Brazilian stock market |
topic |
Cointegration Pairs trading Statistical arbitrage Mean reversion Historical simulation Brazilian stock market Mercado acionário brasileiro Intra-diário Economia Ações (Finanças) - Brasil Operações com pares (Finanças) Bolsa de valores - Brasil Cointegração |
dc.subject.por.fl_str_mv |
Mercado acionário brasileiro Intra-diário |
dc.subject.area.por.fl_str_mv |
Economia |
dc.subject.bibliodata.por.fl_str_mv |
Ações (Finanças) - Brasil Operações com pares (Finanças) Bolsa de valores - Brasil Cointegração |
description |
This dissertation is focused on studying the Brazilian stock market behavior, more specifically related to a pair trading strategy. The assets included in here come from listed stocks of Brazilian Stock Exchange Index (Ibovespa) and the pair selection is exclusively based on a statistic characteristics, known as cointegration, without fundamentalist analysis. The applied theory treats similar movement of stock prices between pairs which tends to revert to an equilibrium mean of price differences. The strategy will present positive returns when reversion occurs in a pre-defined time. Back-testing data comprises intraday prices from 2006 until 2010 of Ibovespa stocks. The tools in which pair selection and trading rules are coded are MATLAB (selection) and Streambase (trading). Selection is processed through Dickey-Fuller augmented test into MATLAB to check the existence of a unit root on an error time series of a linear combination of stock prices, for each pair. Operation is simulated through intraday back-testing data as mentioned, input into Streambase tool. Within back-testing period, the strategy results are profitable in 2006, 2007 and 2010. Parameters, to enter and stop the operation, were adjusted for the first month of 2006 and could be successfully applied for the whole year of 2006 (yield of Selic + 5.8% for 2006), for 2007, where yield were close to Selic and for 2010, with yield of Selic + 10.8%. In periods of high volatility (2008 and 2009), tests with the same parameters of the ones adjusted for 2006 generated losses, showing the strategy is highly impacted per volatility returns of stock prices. This behavior suggests that, in actual operations, parameters should be constantly reevaluated in order to adapt them to volatile scenarios. |
publishDate |
2011 |
dc.date.accessioned.fl_str_mv |
2011-09-19T15:15:25Z |
dc.date.available.fl_str_mv |
2011-09-19T15:15:25Z |
dc.date.issued.fl_str_mv |
2011-08-19 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
BRITO, Sheyla Cristina dos Santos. Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários. Dissertação (Mestrado Profissional em Finanças e Economia) - FGV - Fundação Getúlio Vargas, São Paulo, 2011. |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10438/8614 |
identifier_str_mv |
BRITO, Sheyla Cristina dos Santos. Comportamento de pares de ações no mercado brasileiro sob a ótica da cointegração, para preços intra-diários. Dissertação (Mestrado Profissional em Finanças e Economia) - FGV - Fundação Getúlio Vargas, São Paulo, 2011. |
url |
http://hdl.handle.net/10438/8614 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional do FGV (FGV Repositório Digital) instname:Fundação Getulio Vargas (FGV) instacron:FGV |
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Fundação Getulio Vargas (FGV) |
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FGV |
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FGV |
reponame_str |
Repositório Institucional do FGV (FGV Repositório Digital) |
collection |
Repositório Institucional do FGV (FGV Repositório Digital) |
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Repositório Institucional do FGV (FGV Repositório Digital) - Fundação Getulio Vargas (FGV) |
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