Exchange rates volatility modelling

Bibliographic Details
Main Author: Rodrigues, Hristiyan-Alekzandar Krastanov
Publication Date: 2020
Format: Master thesis
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10071/21127
Summary: 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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spelling 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:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-07-07T03:38:21Zoai:repositorio.iscte-iul.pt:10071/21127Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T18:29:35.175098Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
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
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instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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