Forecasting volatility and value at risk of an Islamic tangency portfolio
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10362/73490 |
Resumo: | Academic literature arrives at diverse conclusions about the volatility forecasting accuracy of GARCH and EWMA models. Most studies analyse conventional equities, not focusing on shariah-compliant investing and the Islamic community. In this study, GARCH and EWMA models under different distributional assumptions were used to evaluate the one-step-ahead volatility and VaR forecasting accuracy for an Islamic Tangency Portfolio. Analysis confirms findings by Ding & Meade(2010) and shows that EWMA also outperforms GARCH(1,1) models for a sharia-compliant portfolio under short selling restrictions, while indicating the lowest failure rate of actual losses exceeding predicted VaR estimates. |
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Forecasting volatility and value at risk of an Islamic tangency portfolioIslamic portfolioVolatility forecastingBacktestingDomínio/Área Científica::Ciências Sociais::Economia e GestãoAcademic literature arrives at diverse conclusions about the volatility forecasting accuracy of GARCH and EWMA models. Most studies analyse conventional equities, not focusing on shariah-compliant investing and the Islamic community. In this study, GARCH and EWMA models under different distributional assumptions were used to evaluate the one-step-ahead volatility and VaR forecasting accuracy for an Islamic Tangency Portfolio. Analysis confirms findings by Ding & Meade(2010) and shows that EWMA also outperforms GARCH(1,1) models for a sharia-compliant portfolio under short selling restrictions, while indicating the lowest failure rate of actual losses exceeding predicted VaR estimates.Boons, MartijnRUNBerger, Tim2019-06-24T13:35:48Z2019-01-142019-01-14T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/73490TID:202226441enginfo: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:RCAAP2024-03-11T04:34:00Zoai:run.unl.pt:10362/73490Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:35:20.006290Repositório 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 |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
title |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
spellingShingle |
Forecasting volatility and value at risk of an Islamic tangency portfolio Berger, Tim Islamic portfolio Volatility forecasting Backtesting Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
title_short |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
title_full |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
title_fullStr |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
title_full_unstemmed |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
title_sort |
Forecasting volatility and value at risk of an Islamic tangency portfolio |
author |
Berger, Tim |
author_facet |
Berger, Tim |
author_role |
author |
dc.contributor.none.fl_str_mv |
Boons, Martijn RUN |
dc.contributor.author.fl_str_mv |
Berger, Tim |
dc.subject.por.fl_str_mv |
Islamic portfolio Volatility forecasting Backtesting Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
topic |
Islamic portfolio Volatility forecasting Backtesting Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
description |
Academic literature arrives at diverse conclusions about the volatility forecasting accuracy of GARCH and EWMA models. Most studies analyse conventional equities, not focusing on shariah-compliant investing and the Islamic community. In this study, GARCH and EWMA models under different distributional assumptions were used to evaluate the one-step-ahead volatility and VaR forecasting accuracy for an Islamic Tangency Portfolio. Analysis confirms findings by Ding & Meade(2010) and shows that EWMA also outperforms GARCH(1,1) models for a sharia-compliant portfolio under short selling restrictions, while indicating the lowest failure rate of actual losses exceeding predicted VaR estimates. |
publishDate |
2019 |
dc.date.none.fl_str_mv |
2019-06-24T13:35:48Z 2019-01-14 2019-01-14T00:00:00Z |
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/10362/73490 TID:202226441 |
url |
http://hdl.handle.net/10362/73490 |
identifier_str_mv |
TID:202226441 |
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 |
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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 |
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1799137974620782592 |