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Reverse stress testing interbank networks

We reverse engineer dynamics of financial contagion to find the scenario of smallest exogenous shock that, should it occur, would lead to a given final systemic loss. This reverse stress test can be used to identify the potential triggers of systemic events, and it removes the arbitrariness in the s...

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Autores principales: Grigat, Daniel, Caccioli, Fabio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5688116/
https://www.ncbi.nlm.nih.gov/pubmed/29142251
http://dx.doi.org/10.1038/s41598-017-14470-1
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author Grigat, Daniel
Caccioli, Fabio
author_facet Grigat, Daniel
Caccioli, Fabio
author_sort Grigat, Daniel
collection PubMed
description We reverse engineer dynamics of financial contagion to find the scenario of smallest exogenous shock that, should it occur, would lead to a given final systemic loss. This reverse stress test can be used to identify the potential triggers of systemic events, and it removes the arbitrariness in the selection of shock scenarios in stress testing. We consider in particular the case of distress propagation in an interbank market, and we study a network of 44 European banks, which we reconstruct using data collected from banks statements. By looking at the distribution across banks of the size of smallest exogenous shocks we rank banks in terms of their systemic importance, and we show the effectiveness of a policy with capital requirements based on this ranking. We also study the properties of smallest exogenous shocks as a function of the parameters that determine the endogenous amplification of shocks. We find that the size of smallest exogenous shocks reduces and that the distribution across banks becomes more localized as the system becomes more unstable.
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spelling pubmed-56881162017-11-30 Reverse stress testing interbank networks Grigat, Daniel Caccioli, Fabio Sci Rep Article We reverse engineer dynamics of financial contagion to find the scenario of smallest exogenous shock that, should it occur, would lead to a given final systemic loss. This reverse stress test can be used to identify the potential triggers of systemic events, and it removes the arbitrariness in the selection of shock scenarios in stress testing. We consider in particular the case of distress propagation in an interbank market, and we study a network of 44 European banks, which we reconstruct using data collected from banks statements. By looking at the distribution across banks of the size of smallest exogenous shocks we rank banks in terms of their systemic importance, and we show the effectiveness of a policy with capital requirements based on this ranking. We also study the properties of smallest exogenous shocks as a function of the parameters that determine the endogenous amplification of shocks. We find that the size of smallest exogenous shocks reduces and that the distribution across banks becomes more localized as the system becomes more unstable. Nature Publishing Group UK 2017-11-15 /pmc/articles/PMC5688116/ /pubmed/29142251 http://dx.doi.org/10.1038/s41598-017-14470-1 Text en © The Author(s) 2017 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Grigat, Daniel
Caccioli, Fabio
Reverse stress testing interbank networks
title Reverse stress testing interbank networks
title_full Reverse stress testing interbank networks
title_fullStr Reverse stress testing interbank networks
title_full_unstemmed Reverse stress testing interbank networks
title_short Reverse stress testing interbank networks
title_sort reverse stress testing interbank networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5688116/
https://www.ncbi.nlm.nih.gov/pubmed/29142251
http://dx.doi.org/10.1038/s41598-017-14470-1
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