An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals

Detalhes bibliográficos
Autor(a) principal: Santos, José Odálio dos
Data de Publicação: 2007
Outros Autores: Famá, Rubens
Tipo de documento: Artigo
Idioma: por
Título da fonte: Revista Contabilidade & Finanças (Online)
Texto Completo: https://www.revistas.usp.br/rcf/article/view/34237
Resumo: The concessions of revolving credit to consumers (guaranteed check and credit card) have been growing significantly in the last few years, which is in part explained by the relative stabilization of the economy, higher levels of job creation and success in controlling inflation - factors that have a direct influence in the borrowers’ payment capability. Likewise, a more significant historical exposition of the banks to insolvency risk is being observed, such as the risk of not getting paid (partially or totally) and the revolving credit borrowed by consumers. Considering the size and the importance of this market to the great commercial banks and to the economy as a whole, the scope of this research comprises the following points: 1. detailing the processes of subjective and objective credit analysis carried out by the main domestic private banks; 2. approaching the selective function of interest rates in revolving credits; 3. highlighting the main characteristics of credit scoring models; and 4. proposing a model of credit scoring for revolving credits. This model is based on systemic and non-systemic variables and directed to the reduction of insolvency risk. The applicability of the credit scoring model proposed in a sample, extracted from the consumers credit portfolio which belongs to an important medium size Brazilian private commercial bank (Bank X - fictitious name), presented a satisfactory accuracy level in the identification of prospective (96%) and non-prospective (92%) clients, which led to the conclusion that it included and considered adequately the representative variables of borrowers’ payment capability.
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spelling An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals Avaliação da aplicabilidade de um modelo de credit scoring com varíaveis sistêmicas e não-sistêmicas em carteiras de crédito bancário rotativo de pessoas físicas Pessoas FísicasCréditoRiscoRetornoInadimplênciaConsumersCreditRiskReturnInsolvency The concessions of revolving credit to consumers (guaranteed check and credit card) have been growing significantly in the last few years, which is in part explained by the relative stabilization of the economy, higher levels of job creation and success in controlling inflation - factors that have a direct influence in the borrowers’ payment capability. Likewise, a more significant historical exposition of the banks to insolvency risk is being observed, such as the risk of not getting paid (partially or totally) and the revolving credit borrowed by consumers. Considering the size and the importance of this market to the great commercial banks and to the economy as a whole, the scope of this research comprises the following points: 1. detailing the processes of subjective and objective credit analysis carried out by the main domestic private banks; 2. approaching the selective function of interest rates in revolving credits; 3. highlighting the main characteristics of credit scoring models; and 4. proposing a model of credit scoring for revolving credits. This model is based on systemic and non-systemic variables and directed to the reduction of insolvency risk. The applicability of the credit scoring model proposed in a sample, extracted from the consumers credit portfolio which belongs to an important medium size Brazilian private commercial bank (Bank X - fictitious name), presented a satisfactory accuracy level in the identification of prospective (96%) and non-prospective (92%) clients, which led to the conclusion that it included and considered adequately the representative variables of borrowers’ payment capability. As concessões de crédito rotativo às pessoas físicas (cheque especial e cartão de crédito) vêm crescendo significativamente nos últimos anos, o que, em parte, é explicado pela relativa estabilização da economia, maior geração de empregos e êxito no controle da inflação - fatores que interferem diretamente na capacidade de pagamento dos tomadores. Paralelamente, observa-se uma maior exposição histórica dos Bancos ao risco de inadimplência, ou seja, o do não-recebimento (parcial ou total) de créditos rotativos utilizados pelas pessoas físicas. Considerando o tamanho e a importância desse mercado aos grandes Bancos Comerciais e a economia como um todo, direciona-se essa pesquisa para: 1. detalhar os processos de análise subjetiva e objetiva de crédito realizada pelos principais Bancos privados nacionais; 2. abordar a função seletiva das taxas de juros em créditos rotativos; 3. destacar as principais características dos modelos de credit scoring e 4. propor um modelo de credit scoring para créditos rotativos composto por variáveis sistêmicas e não-sistêmicas, direcionado à redução do risco de inadimplência. A aplicabilidade do modelo proposto de credit scoring em uma amostra extraída da carteira de crédito de pessoas físicas de um importante Banco Comercial privado nacional de médio porte (Banco X - nome fictício), apresentou satisfatório índice de acerto na identificação de clientes prospectivos (96%) e não-prospectivos (92%), levando à conclusão de que incluía e ponderava, adequadamente, as variáveis representativas da capacidade de pagamento dos tomadores. Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária2007-08-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://www.revistas.usp.br/rcf/article/view/3423710.1590/S1519-70772007000200009Revista Contabilidade & Finanças; v. 18 n. 44 (2007); 105-117 Revista Contabilidade & Finanças; Vol. 18 No. 44 (2007); 105-117 Revista Contabilidade & Finanças; Vol. 18 Núm. 44 (2007); 105-117 1808-057X1519-7077reponame:Revista Contabilidade & Finanças (Online)instname:Universidade de São Paulo (USP)instacron:USPporhttps://www.revistas.usp.br/rcf/article/view/34237/36969Copyright (c) 2018 Revista Contabilidade & Finançasinfo:eu-repo/semantics/openAccessSantos, José Odálio dosFamá, Rubens2012-07-21T18:21:12Zoai:revistas.usp.br:article/34237Revistahttp://www.revistas.usp.br/rcf/indexPUBhttps://old.scielo.br/oai/scielo-oai.phprecont@usp.br||recont@usp.br1808-057X1519-7077opendoar:2012-07-21T18:21:12Revista Contabilidade & Finanças (Online) - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
Avaliação da aplicabilidade de um modelo de credit scoring com varíaveis sistêmicas e não-sistêmicas em carteiras de crédito bancário rotativo de pessoas físicas
title An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
spellingShingle An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
Santos, José Odálio dos
Pessoas Físicas
Crédito
Risco
Retorno
Inadimplência
Consumers
Credit
Risk
Return
Insolvency
title_short An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
title_full An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
title_fullStr An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
title_full_unstemmed An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
title_sort An evaluation on the applicability of a credit scoring model, with systemic and non-systemic variables in revolving bank credit portfolio for individuals
author Santos, José Odálio dos
author_facet Santos, José Odálio dos
Famá, Rubens
author_role author
author2 Famá, Rubens
author2_role author
dc.contributor.author.fl_str_mv Santos, José Odálio dos
Famá, Rubens
dc.subject.por.fl_str_mv Pessoas Físicas
Crédito
Risco
Retorno
Inadimplência
Consumers
Credit
Risk
Return
Insolvency
topic Pessoas Físicas
Crédito
Risco
Retorno
Inadimplência
Consumers
Credit
Risk
Return
Insolvency
description The concessions of revolving credit to consumers (guaranteed check and credit card) have been growing significantly in the last few years, which is in part explained by the relative stabilization of the economy, higher levels of job creation and success in controlling inflation - factors that have a direct influence in the borrowers’ payment capability. Likewise, a more significant historical exposition of the banks to insolvency risk is being observed, such as the risk of not getting paid (partially or totally) and the revolving credit borrowed by consumers. Considering the size and the importance of this market to the great commercial banks and to the economy as a whole, the scope of this research comprises the following points: 1. detailing the processes of subjective and objective credit analysis carried out by the main domestic private banks; 2. approaching the selective function of interest rates in revolving credits; 3. highlighting the main characteristics of credit scoring models; and 4. proposing a model of credit scoring for revolving credits. This model is based on systemic and non-systemic variables and directed to the reduction of insolvency risk. The applicability of the credit scoring model proposed in a sample, extracted from the consumers credit portfolio which belongs to an important medium size Brazilian private commercial bank (Bank X - fictitious name), presented a satisfactory accuracy level in the identification of prospective (96%) and non-prospective (92%) clients, which led to the conclusion that it included and considered adequately the representative variables of borrowers’ payment capability.
publishDate 2007
dc.date.none.fl_str_mv 2007-08-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.revistas.usp.br/rcf/article/view/34237
10.1590/S1519-70772007000200009
url https://www.revistas.usp.br/rcf/article/view/34237
identifier_str_mv 10.1590/S1519-70772007000200009
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://www.revistas.usp.br/rcf/article/view/34237/36969
dc.rights.driver.fl_str_mv Copyright (c) 2018 Revista Contabilidade & Finanças
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2018 Revista Contabilidade & Finanças
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária
publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Economia, Administração, Contabilidade e Atuária
dc.source.none.fl_str_mv Revista Contabilidade & Finanças; v. 18 n. 44 (2007); 105-117
Revista Contabilidade & Finanças; Vol. 18 No. 44 (2007); 105-117
Revista Contabilidade & Finanças; Vol. 18 Núm. 44 (2007); 105-117
1808-057X
1519-7077
reponame:Revista Contabilidade & Finanças (Online)
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Revista Contabilidade & Finanças (Online)
collection Revista Contabilidade & Finanças (Online)
repository.name.fl_str_mv Revista Contabilidade & Finanças (Online) - Universidade de São Paulo (USP)
repository.mail.fl_str_mv recont@usp.br||recont@usp.br
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