The Impact of Shocks on Higher Moments
Details
Serval ID
serval:BIB_C8D3DDBA3CA7
Type
Article: article from journal or magazin.
Collection
Publications
Institution
Title
The Impact of Shocks on Higher Moments
Journal
Journal of Financial Econometrics
ISSN
1479-8409
Publication state
Published
Issued date
2009
Peer-reviewed
Oui
Volume
7
Number
2
Pages
77-105
Language
english
Abstract
In this paper, we extend the concept of the news impact curve of volatility developed by Engle and Ng (1993) to the higher moments and co-moments of the multivariate generalized autoregressive conditional heteroskedasticity (GARCH) model with non-normal innovations. For this purpose, we present a new methodology to describe the joint distribution of GARCH processes in a non-normal setting. Then, we provide expressions for the response of the moments of the subsequent distribution to a shock. This tool enhances the understanding of the temporal evolution of the joint distribution. We use our methodology to provide stylized facts for the four largest international stock markets. In particular, we document the persistence of large (positive or negative) daily returns. In a multivariate setting , we find that foreign holdings provide a good hedge against changes in domestic volatility after good shocks but a bad hedge after crashes. Finally, using generalized impulse responses, we show that the effect of shocks on the higher moments of the distribution is short-lasting.
Keywords
C22, C51, G12, GARCH model, Non-normality, Kurtosis, Skewness, Stock returns, Volatility
Web of science
Create date
30/04/2009 13:58
Last modification date
20/08/2019 15:43