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Crisis transmission degree measurement under crisis propagation model

In this paper, we propose a new approach to studying the spread of financial crises, their effects, and origins. To do this, an empirical measure of the degree of crisis transmission is introduced in the context of a crisis propagation model that corresponds to a multifactorial switching model with...

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Autores principales: Bedoui-Belghith, Imen, Hallara, Slaheddine, Jilani, Faouzi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735107/
https://www.ncbi.nlm.nih.gov/pubmed/36531596
http://dx.doi.org/10.1007/s43546-022-00361-9
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author Bedoui-Belghith, Imen
Hallara, Slaheddine
Jilani, Faouzi
author_facet Bedoui-Belghith, Imen
Hallara, Slaheddine
Jilani, Faouzi
author_sort Bedoui-Belghith, Imen
collection PubMed
description In this paper, we propose a new approach to studying the spread of financial crises, their effects, and origins. To do this, an empirical measure of the degree of crisis transmission is introduced in the context of a crisis propagation model that corresponds to a multifactorial switching model with random endogenous transition variable. The latter is modeled as a diffusion process and allows us to determine whether crisis transmission is perfect, partial, or weak and whether it is due to contagion or interdependence effects. In addition, the model takes into account the relative impact of idiosyncratic and global factors in crisis and non-crisis periods, as well as any lag in the crisis transmission process. We used the genetic algorithm as an empirical method, because it uses probabilistic rather than deterministic transition rules, which is appropriate for our work. Our results suggest that the subprime crisis is perfectly or partially transmitted to developed markets and interdependence effects are due to most of them. However, the transmission to emerging markets is only partial or weak and, in most cases, due to contagion effects. Moreover, the significance of the coefficients of idiosyncratic factors was not related to crisis effects. For many countries, these coefficients were higher than the coefficients of the global factors, while crisis transmission was due to contagion effects. Our results exceed those of alternative studies on crisis transmission and provide important portfolio and risk management insights. By understanding the crisis transmission mechanism, investors and risk managers can make appropriate decisions to hedge against market downturns and reduce risk out of the country. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s43546-022-00361-9.
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spelling pubmed-97351072022-12-12 Crisis transmission degree measurement under crisis propagation model Bedoui-Belghith, Imen Hallara, Slaheddine Jilani, Faouzi SN Bus Econ Original Article In this paper, we propose a new approach to studying the spread of financial crises, their effects, and origins. To do this, an empirical measure of the degree of crisis transmission is introduced in the context of a crisis propagation model that corresponds to a multifactorial switching model with random endogenous transition variable. The latter is modeled as a diffusion process and allows us to determine whether crisis transmission is perfect, partial, or weak and whether it is due to contagion or interdependence effects. In addition, the model takes into account the relative impact of idiosyncratic and global factors in crisis and non-crisis periods, as well as any lag in the crisis transmission process. We used the genetic algorithm as an empirical method, because it uses probabilistic rather than deterministic transition rules, which is appropriate for our work. Our results suggest that the subprime crisis is perfectly or partially transmitted to developed markets and interdependence effects are due to most of them. However, the transmission to emerging markets is only partial or weak and, in most cases, due to contagion effects. Moreover, the significance of the coefficients of idiosyncratic factors was not related to crisis effects. For many countries, these coefficients were higher than the coefficients of the global factors, while crisis transmission was due to contagion effects. Our results exceed those of alternative studies on crisis transmission and provide important portfolio and risk management insights. By understanding the crisis transmission mechanism, investors and risk managers can make appropriate decisions to hedge against market downturns and reduce risk out of the country. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s43546-022-00361-9. Springer International Publishing 2022-12-09 2023 /pmc/articles/PMC9735107/ /pubmed/36531596 http://dx.doi.org/10.1007/s43546-022-00361-9 Text en © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2022, corrected publication 2023Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Article
Bedoui-Belghith, Imen
Hallara, Slaheddine
Jilani, Faouzi
Crisis transmission degree measurement under crisis propagation model
title Crisis transmission degree measurement under crisis propagation model
title_full Crisis transmission degree measurement under crisis propagation model
title_fullStr Crisis transmission degree measurement under crisis propagation model
title_full_unstemmed Crisis transmission degree measurement under crisis propagation model
title_short Crisis transmission degree measurement under crisis propagation model
title_sort crisis transmission degree measurement under crisis propagation model
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735107/
https://www.ncbi.nlm.nih.gov/pubmed/36531596
http://dx.doi.org/10.1007/s43546-022-00361-9
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