Financial distress in Brazilian banks: an early warning model,

ABSTRACT This study aims to propose an early warning model for predicting financial distress events in Brazilian banking institutions. Initially, a set of economic-financial indicators is evaluated, suggested by the risk management literature for identifying situations of bank insolvency and exclusively taking public information into account. For this, multivariate logistic regressions are performed, using as independent variables financial indicators involving capital adequacy, asset quality, management quality, earnings, and liquidity. The empirical analysis was based on a sample of 142 financial institutions, including privately and publicly held and state-owned companies, using monthly data from 2006 to 2014, which resulted in panel data with 12,136 observations. In the sample window there were nine cases of Brazilian Central Bank intervention or mergers and acquisitions motivated by financial distress. The results were evaluated based on the estimation of the in-sample parameters, out-of-sample tests, and the early warning model signs for a 12-month forecast horizon. These obtained true positive rates of 81%, 94%, and 89%, respectively. We conclude that typical balance-sheet indicators are relevant for the early warning signs of financial distress in Brazilian banks, which contributes to the literature on financial intermediary credit risk, especially from the perspective of bank supervisory agencies acting towards financial stability.

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Main Authors: Rosa,Paulo Sérgio, Gartner,Ivan Ricardo
Format: Digital revista
Language:English
Published: Universidade de São Paulo, Faculdade de Economia, Administração e Contabilidade, Departamento de Contabilidade e Atuária 2018
Online Access:http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1519-70772018000200312
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spelling oai:scielo:S1519-707720180002003122018-04-13Financial distress in Brazilian banks: an early warning model,Rosa,Paulo SérgioGartner,Ivan Ricardo financial institutions risk management financial distress insolvency early warning model ABSTRACT This study aims to propose an early warning model for predicting financial distress events in Brazilian banking institutions. Initially, a set of economic-financial indicators is evaluated, suggested by the risk management literature for identifying situations of bank insolvency and exclusively taking public information into account. For this, multivariate logistic regressions are performed, using as independent variables financial indicators involving capital adequacy, asset quality, management quality, earnings, and liquidity. The empirical analysis was based on a sample of 142 financial institutions, including privately and publicly held and state-owned companies, using monthly data from 2006 to 2014, which resulted in panel data with 12,136 observations. In the sample window there were nine cases of Brazilian Central Bank intervention or mergers and acquisitions motivated by financial distress. The results were evaluated based on the estimation of the in-sample parameters, out-of-sample tests, and the early warning model signs for a 12-month forecast horizon. These obtained true positive rates of 81%, 94%, and 89%, respectively. We conclude that typical balance-sheet indicators are relevant for the early warning signs of financial distress in Brazilian banks, which contributes to the literature on financial intermediary credit risk, especially from the perspective of bank supervisory agencies acting towards financial stability.info:eu-repo/semantics/openAccessUniversidade de São Paulo, Faculdade de Economia, Administração e Contabilidade, Departamento de Contabilidade e AtuáriaRevista Contabilidade & Finanças v.29 n.77 20182018-05-01info:eu-repo/semantics/articletext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S1519-70772018000200312en10.1590/1808-057x201803910
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country Brasil
countrycode BR
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region America del Sur
libraryname SciELO
language English
format Digital
author Rosa,Paulo Sérgio
Gartner,Ivan Ricardo
spellingShingle Rosa,Paulo Sérgio
Gartner,Ivan Ricardo
Financial distress in Brazilian banks: an early warning model,
author_facet Rosa,Paulo Sérgio
Gartner,Ivan Ricardo
author_sort Rosa,Paulo Sérgio
title Financial distress in Brazilian banks: an early warning model,
title_short Financial distress in Brazilian banks: an early warning model,
title_full Financial distress in Brazilian banks: an early warning model,
title_fullStr Financial distress in Brazilian banks: an early warning model,
title_full_unstemmed Financial distress in Brazilian banks: an early warning model,
title_sort financial distress in brazilian banks: an early warning model,
description ABSTRACT This study aims to propose an early warning model for predicting financial distress events in Brazilian banking institutions. Initially, a set of economic-financial indicators is evaluated, suggested by the risk management literature for identifying situations of bank insolvency and exclusively taking public information into account. For this, multivariate logistic regressions are performed, using as independent variables financial indicators involving capital adequacy, asset quality, management quality, earnings, and liquidity. The empirical analysis was based on a sample of 142 financial institutions, including privately and publicly held and state-owned companies, using monthly data from 2006 to 2014, which resulted in panel data with 12,136 observations. In the sample window there were nine cases of Brazilian Central Bank intervention or mergers and acquisitions motivated by financial distress. The results were evaluated based on the estimation of the in-sample parameters, out-of-sample tests, and the early warning model signs for a 12-month forecast horizon. These obtained true positive rates of 81%, 94%, and 89%, respectively. We conclude that typical balance-sheet indicators are relevant for the early warning signs of financial distress in Brazilian banks, which contributes to the literature on financial intermediary credit risk, especially from the perspective of bank supervisory agencies acting towards financial stability.
publisher Universidade de São Paulo, Faculdade de Economia, Administração e Contabilidade, Departamento de Contabilidade e Atuária
publishDate 2018
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1519-70772018000200312
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