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Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science

Drawing on recent contributions inferring financial interconnectedness from market data, our paper provides new insights on the evolution of the US financial industry over a long period of time by using several tools coming from network science. Relying on a Time-Varying Parameter Vector AutoRegress...

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Autores principales: Gandica, Yerali, Geraci, Marco Valerio, Béreau, Sophie, Gnabo, Jean-Yves
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5919003/
https://www.ncbi.nlm.nih.gov/pubmed/29694415
http://dx.doi.org/10.1371/journal.pone.0195110
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author Gandica, Yerali
Geraci, Marco Valerio
Béreau, Sophie
Gnabo, Jean-Yves
author_facet Gandica, Yerali
Geraci, Marco Valerio
Béreau, Sophie
Gnabo, Jean-Yves
author_sort Gandica, Yerali
collection PubMed
description Drawing on recent contributions inferring financial interconnectedness from market data, our paper provides new insights on the evolution of the US financial industry over a long period of time by using several tools coming from network science. Relying on a Time-Varying Parameter Vector AutoRegressive (TVP-VAR) approach on stock market returns to retrieve unobserved directed links among financial institutions, we reconstruct a fully dynamic network in the sense that connections are let to evolve through time. The financial system analysed consists of a large set of 155 financial institutions that are all the banks, broker-dealers, insurance and real estate companies listed in the Standard & Poors’ 500 index over the 1993–2014 period. Looking alternatively at the individual, then sector-, community- and system-wide levels, we show that network sciences’ tools are able to support well-known features of the financial markets such as the dramatic fall of connectivity following Lehman Brothers’ collapse. More importantly, by means of less traditional metrics, such as sectoral interface or measurements based on contagion processes, our results document the co-existence of both fragmentation and integration phases between firms independently from the sectors they belong to, and doing so, question the relevance of existing macroprudential surveillance frameworks which have been mostly developed on a sectoral basis. Overall, our results improve our understanding of the US financial landscape and may have important implications for risk monitoring as well as macroprudential policy design.
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spelling pubmed-59190032018-05-05 Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science Gandica, Yerali Geraci, Marco Valerio Béreau, Sophie Gnabo, Jean-Yves PLoS One Research Article Drawing on recent contributions inferring financial interconnectedness from market data, our paper provides new insights on the evolution of the US financial industry over a long period of time by using several tools coming from network science. Relying on a Time-Varying Parameter Vector AutoRegressive (TVP-VAR) approach on stock market returns to retrieve unobserved directed links among financial institutions, we reconstruct a fully dynamic network in the sense that connections are let to evolve through time. The financial system analysed consists of a large set of 155 financial institutions that are all the banks, broker-dealers, insurance and real estate companies listed in the Standard & Poors’ 500 index over the 1993–2014 period. Looking alternatively at the individual, then sector-, community- and system-wide levels, we show that network sciences’ tools are able to support well-known features of the financial markets such as the dramatic fall of connectivity following Lehman Brothers’ collapse. More importantly, by means of less traditional metrics, such as sectoral interface or measurements based on contagion processes, our results document the co-existence of both fragmentation and integration phases between firms independently from the sectors they belong to, and doing so, question the relevance of existing macroprudential surveillance frameworks which have been mostly developed on a sectoral basis. Overall, our results improve our understanding of the US financial landscape and may have important implications for risk monitoring as well as macroprudential policy design. Public Library of Science 2018-04-25 /pmc/articles/PMC5919003/ /pubmed/29694415 http://dx.doi.org/10.1371/journal.pone.0195110 Text en © 2018 Gandica et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gandica, Yerali
Geraci, Marco Valerio
Béreau, Sophie
Gnabo, Jean-Yves
Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title_full Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title_fullStr Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title_full_unstemmed Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title_short Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
title_sort fragmentation, integration and macroprudential surveillance of the us financial industry: insights from network science
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5919003/
https://www.ncbi.nlm.nih.gov/pubmed/29694415
http://dx.doi.org/10.1371/journal.pone.0195110
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