Insolvency evaluation in credit unions: an application of the pearls system

Detalhes bibliográficos
Autor(a) principal: Bressan, Valéria Gama Fully
Data de Publicação: 2010
Outros Autores: Braga, Marcelo José, Bressan, Aureliano Angel, Resende Filho, Moisés de Andrade
Tipo de documento: Artigo
Idioma: por
Título da fonte: RAM. Revista de Administração Mackenzie
Texto Completo: https://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514
Resumo: This study aimed at estimating the insolvency probability for Credit Unions from the State of Minas Gerais, conditioned on the Pearls system financial ratios which is recommended by the World Council of Credit Unions, a system whose main objective is to enable performance monitoring of individual credit cooperatives, helping their managers to find solutions to deficiencies of these institutions. In this study, insolvency was classified as the cooperative wich: failed to send statements to the Central Bank of Brazil, had negative equity or negative adjusted net worth, or even if it were classified in the following situations by the Central Bank of Brazil: paralyzed, in liquidation, canceled/closed and in ordinary liquidation. From a database of 9,456 observations collected from a sample of 112 cooperatives affiliated to Sicoob-Crediminas between January 1995 and May 2008, a set of Logit class models were estimated. The results obtained with the best fit allow us to infer that the financial ratios “Allowance for Loan Losses/ Allowances Required for Overdue Loans”, “Non-Financial Investments/Total Assets”, “Non-Earning Assets/Total Assets”, and “Services Income/ Managerial Expenses” were the most relevant in determining the likelihood of insolvency of cooperatives in our sample. These results support the hypothesis that the monitoring of financial accounting ratios of the Pearls system, which has not been the focus of the traditional analysis of balance sheets, is important for determining the probability of insolvency of credit unions, assisting their managers in identifying risk factors, as well as in creating a benchmark for comparing the performance of cooperatives, facilitating the supervision process by regulators. However, expansion of the estimated results for subsequent periods and other credit unions in Brazil must be done carefully, with alternative specifications to be evaluated in order to capture changes in the economic and administrative structure of the cooperatives, which may influence their accounting and financial indicators.
id MACKENZIE_866a13122727adad17cb8d1383ae1204
oai_identifier_str oai:ojs.editorarevistas.mackenzie.br:article/2514
network_acronym_str MACKENZIE
network_name_str RAM. Revista de Administração Mackenzie
repository_id_str
spelling Insolvency evaluation in credit unions: an application of the pearls systemEvaluación de la insolvencia en las cooperativas de crédito: una aplicación del sistema pearlsAvaliação de insolvência em cooperativas de crédito: uma aplicação do sistema pearlsInsolvencyAccounting ratiosCredit unionsPearls systemLogitInsolvenciaIndicadores financieros de contabilidadUniones de creditoSistema PearlsLogitInsolvênciaIndicadores contábeis financeirosCooperativas de créditoSistema PearlsLogit.This study aimed at estimating the insolvency probability for Credit Unions from the State of Minas Gerais, conditioned on the Pearls system financial ratios which is recommended by the World Council of Credit Unions, a system whose main objective is to enable performance monitoring of individual credit cooperatives, helping their managers to find solutions to deficiencies of these institutions. In this study, insolvency was classified as the cooperative wich: failed to send statements to the Central Bank of Brazil, had negative equity or negative adjusted net worth, or even if it were classified in the following situations by the Central Bank of Brazil: paralyzed, in liquidation, canceled/closed and in ordinary liquidation. From a database of 9,456 observations collected from a sample of 112 cooperatives affiliated to Sicoob-Crediminas between January 1995 and May 2008, a set of Logit class models were estimated. The results obtained with the best fit allow us to infer that the financial ratios “Allowance for Loan Losses/ Allowances Required for Overdue Loans”, “Non-Financial Investments/Total Assets”, “Non-Earning Assets/Total Assets”, and “Services Income/ Managerial Expenses” were the most relevant in determining the likelihood of insolvency of cooperatives in our sample. These results support the hypothesis that the monitoring of financial accounting ratios of the Pearls system, which has not been the focus of the traditional analysis of balance sheets, is important for determining the probability of insolvency of credit unions, assisting their managers in identifying risk factors, as well as in creating a benchmark for comparing the performance of cooperatives, facilitating the supervision process by regulators. However, expansion of the estimated results for subsequent periods and other credit unions in Brazil must be done carefully, with alternative specifications to be evaluated in order to capture changes in the economic and administrative structure of the cooperatives, which may influence their accounting and financial indicators.Este estudio tuvo como objetivo estimar la probabilidad de insolvencia de lãs cooperativas de crédito del Estado de Minas Gerais, utilizando los indicadores financieros del sistema Pearls, el cual es recomendado por el Consejo Mundial de Cooperativas de Ahorro y Crédito, e tiene como principal objetivo permitir La supervisión del rendimiento de las cooperativas de crédito individuales, auxiliando a sus directivos a encontrar soluciones para las deficiencias de estas instituciones. En este estudio, se clasificó como insolvente la cooperativa que: dejó de enviar estados financieros al Banco Central de Brasil, tenía un patrimonio neto negativo o patrimonio neto corregido negativo, o también si fue catalogada en lãs siguientes situaciones por el Banco Central de Brasil: paralizada, en liquidación extrajudicial, cancelada/cerrada y liquidación ordinaria. Utilizando una base de datos de 9.456 observaciones, recolectadas en una muestra de 112 cooperativas afiliadas a Sicoob-Crediminas entre enero de 1995 y mayo de 2008, se estimaron modelos de clase Logit. Los resultados obtenidos con el mejor ajuste permiten inferir que los indicadores “cartera de préstamos en mora/cartera total de préstamos”, “capital institucional total/activo total”, “activos no productivos/activo total” y “rendimientos de prestación de servicios/gastos administrativos”, fueron los más relevantes en la determinación de la probabilidad de insolvencia de lãs cooperativas en la muestra. Estos resultados apoyan la hipótesis de que el seguimiento de los indicadores de contabilidad financiera del sistema Pearls, que no ha sido foco del análisis tradicional de estados financieros, es importante para determinar la probabilidad de insolvencia de cooperativas de crédito, al ayudar a sus gerentes a identificar factores de riesgo, así como en la creación de um punto de referencia para comparar el desempeño de las cooperativas, facilitando el proceso de supervisión de los reguladores. Sin embargo, la extrapolación de los actuales resultados para períodos posteriores y otras cooperativas de crédito en Brasil debe hacerse con cuidado, especificaciones alternativas deben ser evaluadas con el fin de captar los cambios en la coyuntura económica y estructura administrativa de las cooperativas, que pueden influir en los indicadores contables e financieros de las mismas.O presente estudo objetivou estimar as probabilidades de insolvência das cooperativas de crédito do Estado de Minas Gerais, condicionadas aos indicadores contábeis financeiros do sistema Pearls, o qual é recomendado pelo Conselho Mundial do Cooperativismo de Poupança e Crédito. Esse sistema tem como principal objetivo possibilitar o monitoramento do desempenho de cooperativas de crédito singulares, auxiliando os seus administradores a encontrar soluções para deficiências dessas instituições. No presente estudo, classificou-se como insolventea cooperativa que deixou de enviar balanços para o Banco Central do Brasil, possuía patrimônio líquido negativo ou patrimônio líquido ajustado negativo, ou ainda que se encontrasse classificada nas seguintes situações com o Banco Central do Brasil: paralisada, em liquidação extrajudicial, cancelada/encerrada e em liquidação ordinária. A partir de uma base de dados de 9.456 observações coletadas de uma amostra de 112 cooperativas filiadas ao Sicoob-Crediminas, no período entre janeiro de 1995 e maio de 2008, modelos da classe Logit foramestimados. Os resultados obtidos com o melhor ajuste permitem inferir que os indicadores “operações de crédito vencidas/carteira classificada total”, “capital institucional/ ativo total”, “ativos não direcionados com a atividade-fim da cooperativa/ ativo total” e “rendas de prestação de serviços/despesas administrativas” foram os mais relevantes na determinação da probabilidade de insolvência das cooperativas na amostra. Tais resultados corroboram a hipótese de que o monitoramento de índices contábeis financeiros do sistema Pearls, os quais não têm sido o foco da análise tradicional de balanços, é importante para a determinaçãoda probabilidade de insolvência de cooperativas de crédito, ao auxiliar seus administradores na identificação dos fatores de risco, bem como na criação de um referencial para comparação do desempenho das cooperativas, facilitando o processo de supervisão por parte dos órgãos reguladores. No entanto, a ampliação dos resultados aqui obtidos para períodos posteriores e outras cooperativas de crédito brasileiras deve ser feita com cuidado, de tal modo que especificações alternativas devem ser avaliadas para captar mudanças na conjuntura econômica e na estrutura administrativa das cooperativas, as quais podem influenciar nos indicadores contábeis e financeiros destas.Editora Mackenzie2010-11-12info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionEconometriaapplication/pdfhttps://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514Revista de Administração Mackenzie; Vol. 12 No. 2 (2011)Revista de Administração Mackenzie; Vol. 12 Núm. 2 (2011)Revista de Administração Mackenzie (Mackenzie Management Review); v. 12 n. 2 (2011)1678-69711518-6776reponame:RAM. Revista de Administração Mackenzieinstname:Universidade Presbiteriana Mackenzie (MACKENZIE)instacron:MACKENZIEporhttps://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514/2770Copyright (c) 2015 Revista de Administração Mackenzieinfo:eu-repo/semantics/openAccessBressan, Valéria Gama FullyBraga, Marcelo JoséBressan, Aureliano AngelResende Filho, Moisés de Andrade2011-04-12T19:25:10Zoai:ojs.editorarevistas.mackenzie.br:article/2514Revistahttps://editorarevistas.mackenzie.br/index.php/RAM/PUBhttps://editorarevistas.mackenzie.br/index.php/RAM/oairevista.adm@mackenzie.br1678-69711518-6776opendoar:2011-04-12T19:25:10RAM. Revista de Administração Mackenzie - Universidade Presbiteriana Mackenzie (MACKENZIE)false
dc.title.none.fl_str_mv Insolvency evaluation in credit unions: an application of the pearls system
Evaluación de la insolvencia en las cooperativas de crédito: una aplicación del sistema pearls
Avaliação de insolvência em cooperativas de crédito: uma aplicação do sistema pearls
title Insolvency evaluation in credit unions: an application of the pearls system
spellingShingle Insolvency evaluation in credit unions: an application of the pearls system
Bressan, Valéria Gama Fully
Insolvency
Accounting ratios
Credit unions
Pearls system
Logit
Insolvencia
Indicadores financieros de contabilidad
Uniones de credito
Sistema Pearls
Logit
Insolvência
Indicadores contábeis financeiros
Cooperativas de crédito
Sistema Pearls
Logit.
title_short Insolvency evaluation in credit unions: an application of the pearls system
title_full Insolvency evaluation in credit unions: an application of the pearls system
title_fullStr Insolvency evaluation in credit unions: an application of the pearls system
title_full_unstemmed Insolvency evaluation in credit unions: an application of the pearls system
title_sort Insolvency evaluation in credit unions: an application of the pearls system
author Bressan, Valéria Gama Fully
author_facet Bressan, Valéria Gama Fully
Braga, Marcelo José
Bressan, Aureliano Angel
Resende Filho, Moisés de Andrade
author_role author
author2 Braga, Marcelo José
Bressan, Aureliano Angel
Resende Filho, Moisés de Andrade
author2_role author
author
author
dc.contributor.author.fl_str_mv Bressan, Valéria Gama Fully
Braga, Marcelo José
Bressan, Aureliano Angel
Resende Filho, Moisés de Andrade
dc.subject.por.fl_str_mv Insolvency
Accounting ratios
Credit unions
Pearls system
Logit
Insolvencia
Indicadores financieros de contabilidad
Uniones de credito
Sistema Pearls
Logit
Insolvência
Indicadores contábeis financeiros
Cooperativas de crédito
Sistema Pearls
Logit.
topic Insolvency
Accounting ratios
Credit unions
Pearls system
Logit
Insolvencia
Indicadores financieros de contabilidad
Uniones de credito
Sistema Pearls
Logit
Insolvência
Indicadores contábeis financeiros
Cooperativas de crédito
Sistema Pearls
Logit.
description This study aimed at estimating the insolvency probability for Credit Unions from the State of Minas Gerais, conditioned on the Pearls system financial ratios which is recommended by the World Council of Credit Unions, a system whose main objective is to enable performance monitoring of individual credit cooperatives, helping their managers to find solutions to deficiencies of these institutions. In this study, insolvency was classified as the cooperative wich: failed to send statements to the Central Bank of Brazil, had negative equity or negative adjusted net worth, or even if it were classified in the following situations by the Central Bank of Brazil: paralyzed, in liquidation, canceled/closed and in ordinary liquidation. From a database of 9,456 observations collected from a sample of 112 cooperatives affiliated to Sicoob-Crediminas between January 1995 and May 2008, a set of Logit class models were estimated. The results obtained with the best fit allow us to infer that the financial ratios “Allowance for Loan Losses/ Allowances Required for Overdue Loans”, “Non-Financial Investments/Total Assets”, “Non-Earning Assets/Total Assets”, and “Services Income/ Managerial Expenses” were the most relevant in determining the likelihood of insolvency of cooperatives in our sample. These results support the hypothesis that the monitoring of financial accounting ratios of the Pearls system, which has not been the focus of the traditional analysis of balance sheets, is important for determining the probability of insolvency of credit unions, assisting their managers in identifying risk factors, as well as in creating a benchmark for comparing the performance of cooperatives, facilitating the supervision process by regulators. However, expansion of the estimated results for subsequent periods and other credit unions in Brazil must be done carefully, with alternative specifications to be evaluated in order to capture changes in the economic and administrative structure of the cooperatives, which may influence their accounting and financial indicators.
publishDate 2010
dc.date.none.fl_str_mv 2010-11-12
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Econometria
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514
url https://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://editorarevistas.mackenzie.br/index.php/RAM/article/view/2514/2770
dc.rights.driver.fl_str_mv Copyright (c) 2015 Revista de Administração Mackenzie
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2015 Revista de Administração Mackenzie
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Editora Mackenzie
publisher.none.fl_str_mv Editora Mackenzie
dc.source.none.fl_str_mv Revista de Administração Mackenzie; Vol. 12 No. 2 (2011)
Revista de Administração Mackenzie; Vol. 12 Núm. 2 (2011)
Revista de Administração Mackenzie (Mackenzie Management Review); v. 12 n. 2 (2011)
1678-6971
1518-6776
reponame:RAM. Revista de Administração Mackenzie
instname:Universidade Presbiteriana Mackenzie (MACKENZIE)
instacron:MACKENZIE
instname_str Universidade Presbiteriana Mackenzie (MACKENZIE)
instacron_str MACKENZIE
institution MACKENZIE
reponame_str RAM. Revista de Administração Mackenzie
collection RAM. Revista de Administração Mackenzie
repository.name.fl_str_mv RAM. Revista de Administração Mackenzie - Universidade Presbiteriana Mackenzie (MACKENZIE)
repository.mail.fl_str_mv revista.adm@mackenzie.br
_version_ 1813820670096703488