Markov Switching GARCH Models of Currency Crises in Southeast Asia

This paper develops a model which is able to forecast exchange rate turmoil. Our starting point relies on the empirical evidence that exchange rate volatility is not constant. In fact, the modeling strategy adopted refers to the vast literature of the GARCH class of models, where the variance proces...

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Main Authors: BRUNETTI, Celso, MARIANO, Roberto S., SCOTTI, Chiara, TAN, Augustine H. H.
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Language:English
Published: Institutional Knowledge at Singapore Management University 2003
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Online Access:https://ink.library.smu.edu.sg/soe_research/989
https://ink.library.smu.edu.sg/context/soe_research/article/1988/viewcontent/MSGARCH19Mar03.pdf
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spelling sg-smu-ink.soe_research-19882019-04-27T11:06:59Z Markov Switching GARCH Models of Currency Crises in Southeast Asia BRUNETTI, Celso MARIANO, Roberto S. SCOTTI, Chiara TAN, Augustine H. H. This paper develops a model which is able to forecast exchange rate turmoil. Our starting point relies on the empirical evidence that exchange rate volatility is not constant. In fact, the modeling strategy adopted refers to the vast literature of the GARCH class of models, where the variance process is explicitly modeled. Further empirical evidence shows that it is possible to distinguish between two different regimes: îordinaryî versus îturbulenceî. Low exchange rate changes are associated with low volatility (ordinary regime) and high exchange rate devaluations go together with high volatility. This calls for a regime switching approach. In our model we also allow the transition probabilities to vary over time as functions of economic and financial indicators. We find that real effective exchange rate, money supply relative to reserves, stock index returns and bank stock index returns and volatility are the major indicators. 2003-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/989 https://ink.library.smu.edu.sg/context/soe_research/article/1988/viewcontent/MSGARCH19Mar03.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Asian Studies Econometrics International Economics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Asian Studies
Econometrics
International Economics
spellingShingle Asian Studies
Econometrics
International Economics
BRUNETTI, Celso
MARIANO, Roberto S.
SCOTTI, Chiara
TAN, Augustine H. H.
Markov Switching GARCH Models of Currency Crises in Southeast Asia
description This paper develops a model which is able to forecast exchange rate turmoil. Our starting point relies on the empirical evidence that exchange rate volatility is not constant. In fact, the modeling strategy adopted refers to the vast literature of the GARCH class of models, where the variance process is explicitly modeled. Further empirical evidence shows that it is possible to distinguish between two different regimes: îordinaryî versus îturbulenceî. Low exchange rate changes are associated with low volatility (ordinary regime) and high exchange rate devaluations go together with high volatility. This calls for a regime switching approach. In our model we also allow the transition probabilities to vary over time as functions of economic and financial indicators. We find that real effective exchange rate, money supply relative to reserves, stock index returns and bank stock index returns and volatility are the major indicators.
format text
author BRUNETTI, Celso
MARIANO, Roberto S.
SCOTTI, Chiara
TAN, Augustine H. H.
author_facet BRUNETTI, Celso
MARIANO, Roberto S.
SCOTTI, Chiara
TAN, Augustine H. H.
author_sort BRUNETTI, Celso
title Markov Switching GARCH Models of Currency Crises in Southeast Asia
title_short Markov Switching GARCH Models of Currency Crises in Southeast Asia
title_full Markov Switching GARCH Models of Currency Crises in Southeast Asia
title_fullStr Markov Switching GARCH Models of Currency Crises in Southeast Asia
title_full_unstemmed Markov Switching GARCH Models of Currency Crises in Southeast Asia
title_sort markov switching garch models of currency crises in southeast asia
publisher Institutional Knowledge at Singapore Management University
publishDate 2003
url https://ink.library.smu.edu.sg/soe_research/989
https://ink.library.smu.edu.sg/context/soe_research/article/1988/viewcontent/MSGARCH19Mar03.pdf
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