Exchange rates volatility modelling
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10071/21127 |
Resumo: | We investigate the empirical relevance of structural breaks in the unconditional variance of exchange rate returns for seven currency pairs vis-à-vis the US Dollar over the 2002 - 2018 period. We find evidence of structural breaks in the unconditional variance for five of the seven currencies under our scope with a high degree of persistence and variability in the parameter estimates of the GARCH (1,1) model across the various subsamples defined by the structural breaks. When analysing the time of occurrence of these breaks, we are able to associate a vast majority of them to relevant social, political and economic events occurring on both a regional and a global scale. Our research indicates that structural breaks are an empirically relevant feature of exchange rate volatility modelling and should be accounted for when performing volatility forecasts |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Exchange rates volatility modellingVolatilityExchange ratesForecastingReturnsGarchVolatilidadeTaxa de câmbioPrevisãoRetornosWe investigate the empirical relevance of structural breaks in the unconditional variance of exchange rate returns for seven currency pairs vis-à-vis the US Dollar over the 2002 - 2018 period. We find evidence of structural breaks in the unconditional variance for five of the seven currencies under our scope with a high degree of persistence and variability in the parameter estimates of the GARCH (1,1) model across the various subsamples defined by the structural breaks. When analysing the time of occurrence of these breaks, we are able to associate a vast majority of them to relevant social, political and economic events occurring on both a regional and a global scale. Our research indicates that structural breaks are an empirically relevant feature of exchange rate volatility modelling and should be accounted for when performing volatility forecastsNeste estudo investigamos a relevância empírica de quebras estruturais na variância dos retornos de sete taxas de câmbio vis-à-vis o US Dólar no período compreendido entre 2012 e 2018. Encontramos evidência empírica da existência de quebras estruturais na variância de cinco dos sete pares em estudo, com um elevado grau de persistência e variabilidade nos parâmetros do modelo GARCH (1,1) ao longo das diferentes subamostras definidas pelas quebras estruturais. Ao analisar o momento do tempo em que estas quebras ocorrem, somos capazes de associar a maioria delas a ocorrências significativas do ponto de vista social, político e económico, quer numa escala regional quer nacional. Os nossos resultados indicam que as quebras estruturais são relevantes do ponto de visa empírico no que à modelização de retornos de taxas de câmbio diz respeito e devem ser tidos em conta aquando da realização de exercícios de previsão de volatilidade.2021-12-18T00:00:00Z2020-12-18T00:00:00Z2020-12-182020-12info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10071/21127TID:202560813engRodrigues, Hristiyan-Alekzandar Krastanovinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-09T17:57:33Zoai:repositorio.iscte-iul.pt:10071/21127Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:29:43.245687Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Exchange rates volatility modelling |
title |
Exchange rates volatility modelling |
spellingShingle |
Exchange rates volatility modelling Rodrigues, Hristiyan-Alekzandar Krastanov Volatility Exchange rates Forecasting Returns Garch Volatilidade Taxa de câmbio Previsão Retornos |
title_short |
Exchange rates volatility modelling |
title_full |
Exchange rates volatility modelling |
title_fullStr |
Exchange rates volatility modelling |
title_full_unstemmed |
Exchange rates volatility modelling |
title_sort |
Exchange rates volatility modelling |
author |
Rodrigues, Hristiyan-Alekzandar Krastanov |
author_facet |
Rodrigues, Hristiyan-Alekzandar Krastanov |
author_role |
author |
dc.contributor.author.fl_str_mv |
Rodrigues, Hristiyan-Alekzandar Krastanov |
dc.subject.por.fl_str_mv |
Volatility Exchange rates Forecasting Returns Garch Volatilidade Taxa de câmbio Previsão Retornos |
topic |
Volatility Exchange rates Forecasting Returns Garch Volatilidade Taxa de câmbio Previsão Retornos |
description |
We investigate the empirical relevance of structural breaks in the unconditional variance of exchange rate returns for seven currency pairs vis-à-vis the US Dollar over the 2002 - 2018 period. We find evidence of structural breaks in the unconditional variance for five of the seven currencies under our scope with a high degree of persistence and variability in the parameter estimates of the GARCH (1,1) model across the various subsamples defined by the structural breaks. When analysing the time of occurrence of these breaks, we are able to associate a vast majority of them to relevant social, political and economic events occurring on both a regional and a global scale. Our research indicates that structural breaks are an empirically relevant feature of exchange rate volatility modelling and should be accounted for when performing volatility forecasts |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-12-18T00:00:00Z 2020-12-18 2020-12 2021-12-18T00:00:00Z |
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.uri.fl_str_mv |
http://hdl.handle.net/10071/21127 TID:202560813 |
url |
http://hdl.handle.net/10071/21127 |
identifier_str_mv |
TID:202560813 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
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1799134859436752896 |