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Systemic stress test model for shared portfolio networks
We propose a dynamic model for systemic risk using a bipartite network of banks and assets in which the weight of links and node attributes vary over time. Using market data and bank asset holdings, we are able to estimate a single parameter as an indicator of the stability of the financial system....
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870944/ https://www.ncbi.nlm.nih.gov/pubmed/33558573 http://dx.doi.org/10.1038/s41598-021-82904-y |
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author | Vodenska, Irena Dehmamy, Nima Becker, Alexander P. Buldyrev, Sergey V. Havlin, Shlomo |
author_facet | Vodenska, Irena Dehmamy, Nima Becker, Alexander P. Buldyrev, Sergey V. Havlin, Shlomo |
author_sort | Vodenska, Irena |
collection | PubMed |
description | We propose a dynamic model for systemic risk using a bipartite network of banks and assets in which the weight of links and node attributes vary over time. Using market data and bank asset holdings, we are able to estimate a single parameter as an indicator of the stability of the financial system. We apply the model to the European sovereign debt crisis and observe that the results closely match real-world events (e.g., the high risk of Greek sovereign bonds and the distress of Greek banks). Our model could become complementary to existing stress tests, incorporating the contribution of interconnectivity of the banks to systemic risk in time-dependent networks. Additionally, we propose an institutional systemic importance ranking, BankRank, for the financial institutions analyzed in this study to assess the contribution of individual banks to the overall systemic risk. |
format | Online Article Text |
id | pubmed-7870944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78709442021-02-10 Systemic stress test model for shared portfolio networks Vodenska, Irena Dehmamy, Nima Becker, Alexander P. Buldyrev, Sergey V. Havlin, Shlomo Sci Rep Article We propose a dynamic model for systemic risk using a bipartite network of banks and assets in which the weight of links and node attributes vary over time. Using market data and bank asset holdings, we are able to estimate a single parameter as an indicator of the stability of the financial system. We apply the model to the European sovereign debt crisis and observe that the results closely match real-world events (e.g., the high risk of Greek sovereign bonds and the distress of Greek banks). Our model could become complementary to existing stress tests, incorporating the contribution of interconnectivity of the banks to systemic risk in time-dependent networks. Additionally, we propose an institutional systemic importance ranking, BankRank, for the financial institutions analyzed in this study to assess the contribution of individual banks to the overall systemic risk. Nature Publishing Group UK 2021-02-08 /pmc/articles/PMC7870944/ /pubmed/33558573 http://dx.doi.org/10.1038/s41598-021-82904-y Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Vodenska, Irena Dehmamy, Nima Becker, Alexander P. Buldyrev, Sergey V. Havlin, Shlomo Systemic stress test model for shared portfolio networks |
title | Systemic stress test model for shared portfolio networks |
title_full | Systemic stress test model for shared portfolio networks |
title_fullStr | Systemic stress test model for shared portfolio networks |
title_full_unstemmed | Systemic stress test model for shared portfolio networks |
title_short | Systemic stress test model for shared portfolio networks |
title_sort | systemic stress test model for shared portfolio networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870944/ https://www.ncbi.nlm.nih.gov/pubmed/33558573 http://dx.doi.org/10.1038/s41598-021-82904-y |
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