PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES

Detalhes bibliográficos
Autor(a) principal: Severo Martins, Márcio
Data de Publicação: 2013
Outros Autores: Galli, Oscar Claudino
Tipo de documento: Artigo
Idioma: por
Título da fonte: REAd (Porto Alegre. Online)
Texto Completo: https://seer.ufrgs.br/index.php/read/article/view/39918
Resumo: The first studies on failure prediction were developed in the 1930’s. However, the subject gained impulse only in the 1960’s, when statistical techniques started to be used. In Brazil, the first works on the subject date from the 1970’s. It is worth pointing out that the statistical technique used in the majority of these works was the multivariate linear discriminant analysis. In an attempt to contribute to the theme, this work proposes to test a model of prediction of corporate bankruptcy based on the model developed by Cox (1972). This model differs from those based on logit, probit and discriminant analysis techniques, because it provides not only the probability of an event happening in the future, but also an estimate of the time until it occurs. The results show that only two indicators were considered relevant to calculate the risk of bankruptcy: SHORT TERM BANKING LOANS/CURRENT ASSETS and RETURN ON EQUITY (ROE). The model demonstrated that it is possible to identify, in advance, whether or not a corporation is likely to go bankrupt and that the Cox Proportional Hazards Model can be used as a tool in the task of predicting the risks of bankruptcy faced by corporations operating at Bovespa.
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spelling PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIESA PREVISÃO DE INSOLVÊNCIA PELO MODELO COX: UMA APLICAÇÃO PARA A ANÁLISE DE RISCO DE COMPANHIAS ABERTAS BRASILEIRASModelo de Riscos Proporcionais de Coxprevisão de concordatasempresas de capital abertosistema de early warningindicadores financeirosCox Proportional Hazards Modelfailure predictioncorporationsearly warning systemfinancial indicatorsThe first studies on failure prediction were developed in the 1930’s. However, the subject gained impulse only in the 1960’s, when statistical techniques started to be used. In Brazil, the first works on the subject date from the 1970’s. It is worth pointing out that the statistical technique used in the majority of these works was the multivariate linear discriminant analysis. In an attempt to contribute to the theme, this work proposes to test a model of prediction of corporate bankruptcy based on the model developed by Cox (1972). This model differs from those based on logit, probit and discriminant analysis techniques, because it provides not only the probability of an event happening in the future, but also an estimate of the time until it occurs. The results show that only two indicators were considered relevant to calculate the risk of bankruptcy: SHORT TERM BANKING LOANS/CURRENT ASSETS and RETURN ON EQUITY (ROE). The model demonstrated that it is possible to identify, in advance, whether or not a corporation is likely to go bankrupt and that the Cox Proportional Hazards Model can be used as a tool in the task of predicting the risks of bankruptcy faced by corporations operating at Bovespa.Os primeiros estudos sobre previsão de falência foram elaborados por volta da década de 30. Entretanto, o assunto só ganhou impulso a partir da utilização de técnicas estatísticas, ao longo dos anos 60. No Brasil, os primeiros trabalhos sobre o assunto datam dos anos 70. A esse respeito, vale destacar que a técnica estatística empregada em grande parte desses estudos foi a análise discriminante linear multivariada. Na tentativa de contribuir para o tema, este trabalho se propôs a testar um modelo de previsão de concordatas de empresas de capital aberto, a partir da modelagem desenvolvida por Cox (1972). Esse modelo se diferencia daqueles estimados a partir de técnicas logit, probit e análise discriminante, na medida em que fornece não apenas a probabilidade de que um determinado evento ocorra no futuro, mas também uma estimativa do tempo até sua ocorrência. Os resultados mostram que somente dois indicadores foram considerados relevantes para o cálculo do risco de concordata: EMPRÉSTIMOS BANCÁRIOS (EFTCP) /ATIVO CIRCULANTE (AC) e RETORNO SOBRE O PATRIMÔNIO LÍQUIDO. O modelo demonstrou que é possível identificar, antecipadamente, o risco de concordata de uma empresa de capital aberto. Por essa razão, acredita-se que o modelo de Cox possa ser utilizado como auxiliar na previsão de concordatas de companhias abertas operando na Bolsa de Valores de São Paulo – Bovespa.Universidade Federal do Rio Grande do Sul2013-05-13info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionscientific articleAvaliado pelos paresartigo científicoapplication/pdfhttps://seer.ufrgs.br/index.php/read/article/view/39918Electronic Review of Administration; Vol. 13 No. 1 (2007): Edição 55 - jan/abr 2007; 231-248Revista Electrónica de Administración; Vol. 13 Núm. 1 (2007): Edição 55 - jan/abr 2007; 231-248Revista Eletrônica de Administração; v. 13 n. 1 (2007): Edição 55 - jan/abr 2007; 231-2481413-23111980-4164reponame:REAd (Porto Alegre. Online)instname:Universidade Federal do Rio Grande do Sul (UFRGS)instacron:UFRGSporhttps://seer.ufrgs.br/index.php/read/article/view/39918/25452Severo Martins, MárcioGalli, Oscar Claudinoinfo:eu-repo/semantics/openAccess2013-05-16T14:21:21Zoai:seer.ufrgs.br:article/39918Revistahttp://seer.ufrgs.br/index.php/read/indexPUBhttps://seer.ufrgs.br/read/oaiea_read@ufrgs.br1413-23111413-2311opendoar:2013-05-16T14:21:21REAd (Porto Alegre. Online) - Universidade Federal do Rio Grande do Sul (UFRGS)false
dc.title.none.fl_str_mv PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
A PREVISÃO DE INSOLVÊNCIA PELO MODELO COX: UMA APLICAÇÃO PARA A ANÁLISE DE RISCO DE COMPANHIAS ABERTAS BRASILEIRAS
title PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
spellingShingle PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
Severo Martins, Márcio
Modelo de Riscos Proporcionais de Cox
previsão de concordatas
empresas de capital aberto
sistema de early warning
indicadores financeiros
Cox Proportional Hazards Model
failure prediction
corporations
early warning system
financial indicators
title_short PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
title_full PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
title_fullStr PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
title_full_unstemmed PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
title_sort PREDICTION OF THE INSOLVENCY COX MODEL: AN APPLICATION FOR RISK ANALYSIS OF BRAZILIAN PUBLIC COMPANIES
author Severo Martins, Márcio
author_facet Severo Martins, Márcio
Galli, Oscar Claudino
author_role author
author2 Galli, Oscar Claudino
author2_role author
dc.contributor.author.fl_str_mv Severo Martins, Márcio
Galli, Oscar Claudino
dc.subject.por.fl_str_mv Modelo de Riscos Proporcionais de Cox
previsão de concordatas
empresas de capital aberto
sistema de early warning
indicadores financeiros
Cox Proportional Hazards Model
failure prediction
corporations
early warning system
financial indicators
topic Modelo de Riscos Proporcionais de Cox
previsão de concordatas
empresas de capital aberto
sistema de early warning
indicadores financeiros
Cox Proportional Hazards Model
failure prediction
corporations
early warning system
financial indicators
description The first studies on failure prediction were developed in the 1930’s. However, the subject gained impulse only in the 1960’s, when statistical techniques started to be used. In Brazil, the first works on the subject date from the 1970’s. It is worth pointing out that the statistical technique used in the majority of these works was the multivariate linear discriminant analysis. In an attempt to contribute to the theme, this work proposes to test a model of prediction of corporate bankruptcy based on the model developed by Cox (1972). This model differs from those based on logit, probit and discriminant analysis techniques, because it provides not only the probability of an event happening in the future, but also an estimate of the time until it occurs. The results show that only two indicators were considered relevant to calculate the risk of bankruptcy: SHORT TERM BANKING LOANS/CURRENT ASSETS and RETURN ON EQUITY (ROE). The model demonstrated that it is possible to identify, in advance, whether or not a corporation is likely to go bankrupt and that the Cox Proportional Hazards Model can be used as a tool in the task of predicting the risks of bankruptcy faced by corporations operating at Bovespa.
publishDate 2013
dc.date.none.fl_str_mv 2013-05-13
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
scientific article
Avaliado pelos pares
artigo científico
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://seer.ufrgs.br/index.php/read/article/view/39918
url https://seer.ufrgs.br/index.php/read/article/view/39918
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://seer.ufrgs.br/index.php/read/article/view/39918/25452
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal do Rio Grande do Sul
publisher.none.fl_str_mv Universidade Federal do Rio Grande do Sul
dc.source.none.fl_str_mv Electronic Review of Administration; Vol. 13 No. 1 (2007): Edição 55 - jan/abr 2007; 231-248
Revista Electrónica de Administración; Vol. 13 Núm. 1 (2007): Edição 55 - jan/abr 2007; 231-248
Revista Eletrônica de Administração; v. 13 n. 1 (2007): Edição 55 - jan/abr 2007; 231-248
1413-2311
1980-4164
reponame:REAd (Porto Alegre. Online)
instname:Universidade Federal do Rio Grande do Sul (UFRGS)
instacron:UFRGS
instname_str Universidade Federal do Rio Grande do Sul (UFRGS)
instacron_str UFRGS
institution UFRGS
reponame_str REAd (Porto Alegre. Online)
collection REAd (Porto Alegre. Online)
repository.name.fl_str_mv REAd (Porto Alegre. Online) - Universidade Federal do Rio Grande do Sul (UFRGS)
repository.mail.fl_str_mv ea_read@ufrgs.br
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