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Identifying structural shocks to volatility through a proxy-MGARCH model

Type
journal article
Author(s)
Polivka, Jeannine
Fengler, Matthias R.
Abstract
We extend the classical MGARCH specification for volatility modeling by developing a structural MGARCH model targeting identification of shocks and volatility spillovers in a speculative return system. Similarly to the proxy-sVAR framework, we work with auxiliary proxy variables constructed from news-related measures to identify the underlying shock system. We achieve full identification with multiple proxies by chaining Givens rotations. In an empirical application, we identify an equity, bond and currency shock. We study the volatility spillovers implied by these labelled structural shocks. Our analysis shows that symmetric spillover regimes are rejected.
Funding(s)
Structural Models of Volatility  
Language
English
Keywords
Givens rotations
identification
news-based measures
proxy-MGARCH
shock labelling
structural innovations
volatility spillovers
Refereed
No
Official URL
https://econpapers.repec.org/paper/usgeconwp/2021_3a03.htm
URL
https://www.alexandria.unisg.ch/handle/20.500.14171/116825
Subject(s)

other research area

Eprints ID
263345
File(s)
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Thumbnail Image

open.access

Name

FenglerPolivka2021.pdf

Size

901.4 KB

Format

Adobe PDF

Checksum (MD5)

33b9f29c38e1bdc00c44ea3fd248498d

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