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Propagation of Bankruptcy Risk over Scale-Free Economic Networks

The propagation of bankruptcy-induced shocks across domestic and global economies is sometimes very dramatic; this phenomenon can be modelled as a dynamical process in economic networks. Economic networks are usually scale-free, and scale-free networks are known to be vulnerable with respect to targ...

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Detalles Bibliográficos
Autores principales: Andria, Joseph, di Tollo, Giacomo, Kalda, Jaan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778252/
https://www.ncbi.nlm.nih.gov/pubmed/36554118
http://dx.doi.org/10.3390/e24121713
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author Andria, Joseph
di Tollo, Giacomo
Kalda, Jaan
author_facet Andria, Joseph
di Tollo, Giacomo
Kalda, Jaan
author_sort Andria, Joseph
collection PubMed
description The propagation of bankruptcy-induced shocks across domestic and global economies is sometimes very dramatic; this phenomenon can be modelled as a dynamical process in economic networks. Economic networks are usually scale-free, and scale-free networks are known to be vulnerable with respect to targeted attacks, i.e., attacks directed towards the biggest nodes of the network. Here we address the following question: to what extent does the scale-free nature of economic networks and the vulnerability of the biggest nodes affect the propagation of economic shocks? We model the dynamics of bankruptcies as the propagation of financial contagion across the banking sector over a scale-free network of banks, and perform Monte-Carlo simulations based on synthetic networks. In addition, we analyze the public data regarding the bankruptcy of US banks from the Federal Deposit Insurance Corporation. The dynamics of the shock propagation is characterized in terms of the Bank Failures Diffusion Index, i.e., the average number of new bankruptcies triggered by the bankruptcy of a single bank, and in terms of the Shannon entropy of the whole network. The simulation results are in-line with the empirical findings, and indicate the important role of the biggest banks in the dynamics of economic shocks.
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spelling pubmed-97782522022-12-23 Propagation of Bankruptcy Risk over Scale-Free Economic Networks Andria, Joseph di Tollo, Giacomo Kalda, Jaan Entropy (Basel) Article The propagation of bankruptcy-induced shocks across domestic and global economies is sometimes very dramatic; this phenomenon can be modelled as a dynamical process in economic networks. Economic networks are usually scale-free, and scale-free networks are known to be vulnerable with respect to targeted attacks, i.e., attacks directed towards the biggest nodes of the network. Here we address the following question: to what extent does the scale-free nature of economic networks and the vulnerability of the biggest nodes affect the propagation of economic shocks? We model the dynamics of bankruptcies as the propagation of financial contagion across the banking sector over a scale-free network of banks, and perform Monte-Carlo simulations based on synthetic networks. In addition, we analyze the public data regarding the bankruptcy of US banks from the Federal Deposit Insurance Corporation. The dynamics of the shock propagation is characterized in terms of the Bank Failures Diffusion Index, i.e., the average number of new bankruptcies triggered by the bankruptcy of a single bank, and in terms of the Shannon entropy of the whole network. The simulation results are in-line with the empirical findings, and indicate the important role of the biggest banks in the dynamics of economic shocks. MDPI 2022-11-24 /pmc/articles/PMC9778252/ /pubmed/36554118 http://dx.doi.org/10.3390/e24121713 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Andria, Joseph
di Tollo, Giacomo
Kalda, Jaan
Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title_full Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title_fullStr Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title_full_unstemmed Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title_short Propagation of Bankruptcy Risk over Scale-Free Economic Networks
title_sort propagation of bankruptcy risk over scale-free economic networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778252/
https://www.ncbi.nlm.nih.gov/pubmed/36554118
http://dx.doi.org/10.3390/e24121713
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