Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach

This study aims to investigate the causality and dependence structure of gold shocks and Asian emerging stock markets. The positive and negative shocks of gold prices are quantified, and Granger causality-based Vector autoregressive and Copula approaches are employed to measure the causality and con...

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Main Authors: Woraphon Yamaka, Paravee Maneejuk
Format: Article
Language:English
Published: MDPI AG 2020-01-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/8/1/120
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spelling doaj-5ec77579701348809988e1ac034ab4a62020-11-25T02:13:03ZengMDPI AGMathematics2227-73902020-01-018112010.3390/math8010120math8010120Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula ApproachWoraphon Yamaka0Paravee Maneejuk1Center of Excellence in Econometrics, Faculty of Economics, Chiang Mai University, Chiang Mai 50200, ThailandCenter of Excellence in Econometrics, Faculty of Economics, Chiang Mai University, Chiang Mai 50200, ThailandThis study aims to investigate the causality and dependence structure of gold shocks and Asian emerging stock markets. The positive and negative shocks of gold prices are quantified, and Granger causality-based Vector autoregressive and Copula approaches are employed to measure the causality and contagion effect, respectively, between the positive and negative gold shocks and Asian emerging stock markets’ volatilities. In addition, the nonlinear link between gold and stock markets is of concern and this motivates us to propose a Smooth Transition Dynamic Copula that allows for the structural change in time-varying dependence between gold shocks and Asian stock markets’ volatilities. Several Copula families are also considered, and the best-fit Copula model is used to explain the correlation or contagion effects. The findings of the study show that there is some significant causality between gold shocks and Asian stock markets’ volatilities in some parts of the sample period. We also observe a stronger correlation during the global financial crisis when compared to the pre- and post-crisis periods. In addition, the tail dependence is found between Indian stock and negative gold shock and between Korean stock and negative gold shock, which indicated the existence of the risk contagion effects between gold and these two stock markets.https://www.mdpi.com/2227-7390/8/1/120time-varying granger causalitycontagion effectsgold shockssmooth transition dynamic copula
collection DOAJ
language English
format Article
sources DOAJ
author Woraphon Yamaka
Paravee Maneejuk
spellingShingle Woraphon Yamaka
Paravee Maneejuk
Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
Mathematics
time-varying granger causality
contagion effects
gold shocks
smooth transition dynamic copula
author_facet Woraphon Yamaka
Paravee Maneejuk
author_sort Woraphon Yamaka
title Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
title_short Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
title_full Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
title_fullStr Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
title_full_unstemmed Analyzing the Causality and Dependence between Gold Shocks and Asian Emerging Stock Markets: A Smooth Transition Copula Approach
title_sort analyzing the causality and dependence between gold shocks and asian emerging stock markets: a smooth transition copula approach
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2020-01-01
description This study aims to investigate the causality and dependence structure of gold shocks and Asian emerging stock markets. The positive and negative shocks of gold prices are quantified, and Granger causality-based Vector autoregressive and Copula approaches are employed to measure the causality and contagion effect, respectively, between the positive and negative gold shocks and Asian emerging stock markets’ volatilities. In addition, the nonlinear link between gold and stock markets is of concern and this motivates us to propose a Smooth Transition Dynamic Copula that allows for the structural change in time-varying dependence between gold shocks and Asian stock markets’ volatilities. Several Copula families are also considered, and the best-fit Copula model is used to explain the correlation or contagion effects. The findings of the study show that there is some significant causality between gold shocks and Asian stock markets’ volatilities in some parts of the sample period. We also observe a stronger correlation during the global financial crisis when compared to the pre- and post-crisis periods. In addition, the tail dependence is found between Indian stock and negative gold shock and between Korean stock and negative gold shock, which indicated the existence of the risk contagion effects between gold and these two stock markets.
topic time-varying granger causality
contagion effects
gold shocks
smooth transition dynamic copula
url https://www.mdpi.com/2227-7390/8/1/120
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AT paraveemaneejuk analyzingthecausalityanddependencebetweengoldshocksandasianemergingstockmarketsasmoothtransitioncopulaapproach
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