Loss of structural balance in stock markets

Abstract We use rank correlations as distance functions to establish the interconnectivity between stock returns, building weighted signed networks for the stocks of seven European countries, the US and Japan. We establish the theoretical relationship between the level of balance in a network and st...

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Autores principales: Eva Ferreira, Susan Orbe, Jone Ascorbebeitia, Brais Álvarez Pereira, Ernesto Estrada
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/b71fef27284540719b761aee11e8bdb4
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spelling oai:doaj.org-article:b71fef27284540719b761aee11e8bdb42021-12-02T17:30:41ZLoss of structural balance in stock markets10.1038/s41598-021-91266-42045-2322https://doaj.org/article/b71fef27284540719b761aee11e8bdb42021-06-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-91266-4https://doaj.org/toc/2045-2322Abstract We use rank correlations as distance functions to establish the interconnectivity between stock returns, building weighted signed networks for the stocks of seven European countries, the US and Japan. We establish the theoretical relationship between the level of balance in a network and stock predictability, studying its evolution from 2005 to the third quarter of 2020. We find a clear balance–unbalance transition for six of the nine countries, following the August 2011 Black Monday in the US, when the Economic Policy Uncertainty index for this country reached its highest monthly level before the COVID-19 crisis. This sudden loss of balance is mainly caused by a reorganization of the market networks triggered by a group of low capitalization stocks belonging to the non-financial sector. After the transition, the stocks of companies in these groups become all negatively correlated between them and with most of the rest of the stocks in the market. The implied change in the network topology is directly related to a decrease in stock predictability, a finding with novel important implications for asset allocation and portfolio hedging strategies.Eva FerreiraSusan OrbeJone AscorbebeitiaBrais Álvarez PereiraErnesto EstradaNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Eva Ferreira
Susan Orbe
Jone Ascorbebeitia
Brais Álvarez Pereira
Ernesto Estrada
Loss of structural balance in stock markets
description Abstract We use rank correlations as distance functions to establish the interconnectivity between stock returns, building weighted signed networks for the stocks of seven European countries, the US and Japan. We establish the theoretical relationship between the level of balance in a network and stock predictability, studying its evolution from 2005 to the third quarter of 2020. We find a clear balance–unbalance transition for six of the nine countries, following the August 2011 Black Monday in the US, when the Economic Policy Uncertainty index for this country reached its highest monthly level before the COVID-19 crisis. This sudden loss of balance is mainly caused by a reorganization of the market networks triggered by a group of low capitalization stocks belonging to the non-financial sector. After the transition, the stocks of companies in these groups become all negatively correlated between them and with most of the rest of the stocks in the market. The implied change in the network topology is directly related to a decrease in stock predictability, a finding with novel important implications for asset allocation and portfolio hedging strategies.
format article
author Eva Ferreira
Susan Orbe
Jone Ascorbebeitia
Brais Álvarez Pereira
Ernesto Estrada
author_facet Eva Ferreira
Susan Orbe
Jone Ascorbebeitia
Brais Álvarez Pereira
Ernesto Estrada
author_sort Eva Ferreira
title Loss of structural balance in stock markets
title_short Loss of structural balance in stock markets
title_full Loss of structural balance in stock markets
title_fullStr Loss of structural balance in stock markets
title_full_unstemmed Loss of structural balance in stock markets
title_sort loss of structural balance in stock markets
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/b71fef27284540719b761aee11e8bdb4
work_keys_str_mv AT evaferreira lossofstructuralbalanceinstockmarkets
AT susanorbe lossofstructuralbalanceinstockmarkets
AT joneascorbebeitia lossofstructuralbalanceinstockmarkets
AT braisalvarezpereira lossofstructuralbalanceinstockmarkets
AT ernestoestrada lossofstructuralbalanceinstockmarkets
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