Default mercado de crédito parcelado para bens duráveis: veículos automotores

Detalhes bibliográficos
Autor(a) principal: Andrade, Rodrigo Augusto Silva de
Data de Publicação: 2010
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional do FGV (FGV Repositório Digital)
Texto Completo: http://hdl.handle.net/10438/8267
Resumo: The present work aims to study the macroeconomic factors influence in credit risk for installment autoloans operations. The study is based on 4.887 credit operations surveyed in the Credit Risk Information System (SCR) hold by the Brazilian Central Bank. Using Survival Analysis applied to interval censured data, we achieved a model to estimate the hazard function and we propose a method for calculating the probability of default in a twelve month period. Our results indicate a strong time dependence for the hazard function by a polynomial approximation in all estimated models. The model with the best Akaike Information Criteria estimate a positive effect of 0,07% for males over de basic hazard function, and 0,011% for the increasing of ten base points on the operation annual interest rate, toward, for each R$ 1.000,00 on the installment, the hazard function suffer a negative effect of 0,28% , and an estimated elevation of 0,0069% for the same amount added to operation contracted value. For de macroeconomics factors, we find statistically significant effects for the unemployment rate (-0,12%) , for the one lag of the unemployment rate (0,12%), for the first difference of the industrial product index(-0,008%), for one lag of inflation rate (-0,13%) and for the exchange rate (-0,23%). We do not find statistic significant results for all other tested variables.
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spelling Andrade, Rodrigo Augusto Silva deEscolas::EESPPicchetti, Paulo2011-05-31T15:39:00Z2010-05-28ANDRADE, Rodrigo Augusto Silva de. Default mercado de crédito parcelado para bens duráveis: veículos automotores. Dissertação (Mestrado em Economia de Empresas) - FGV - Fundação Getúlio Vargas, São Paulo, 2010.http://hdl.handle.net/10438/8267The present work aims to study the macroeconomic factors influence in credit risk for installment autoloans operations. The study is based on 4.887 credit operations surveyed in the Credit Risk Information System (SCR) hold by the Brazilian Central Bank. Using Survival Analysis applied to interval censured data, we achieved a model to estimate the hazard function and we propose a method for calculating the probability of default in a twelve month period. Our results indicate a strong time dependence for the hazard function by a polynomial approximation in all estimated models. The model with the best Akaike Information Criteria estimate a positive effect of 0,07% for males over de basic hazard function, and 0,011% for the increasing of ten base points on the operation annual interest rate, toward, for each R$ 1.000,00 on the installment, the hazard function suffer a negative effect of 0,28% , and an estimated elevation of 0,0069% for the same amount added to operation contracted value. For de macroeconomics factors, we find statistically significant effects for the unemployment rate (-0,12%) , for the one lag of the unemployment rate (0,12%), for the first difference of the industrial product index(-0,008%), for one lag of inflation rate (-0,13%) and for the exchange rate (-0,23%). We do not find statistic significant results for all other tested variables.The present work aims to study the macroeconomic factors influence in credit risk for installment autoloans operations. The study is based on 4.887 credit operations surveyed in the Credit Risk Information System (SCR) hold by the Brazilian Central Bank. Using Survival Analysis applied to interval censured data, we achieved a model to estimate the hazard function and we propose a method for calculating the probability of default in a twelve month period. Our results indicate a strong time dependence for the hazard function by a polynomial approximation in all estimated models. The model with the best Akaike Information Criteria estimate a positive effect of 0,07% for males over de basic hazard function, and 0,011% for the increasing of ten base points on the operation annual interest rate, toward, for each R$ 1.000,00 on the installment, the hazard function suffer a negative effect of 0,28% , and an estimated elevation of 0,0069% for the same amount added to operation contracted value. For de macroeconomics factors, we find statistically significant effects for the unemployment rate (-0,12%) , for the one lag of the unemployment rate (0,12%), for the first difference of the industrial product index(-0,008%), for one lag of inflation rate (-0,13%) and for the exchange rate (-0,23%). We do not find statistic significant results for all other tested variables.porCredit riskSurvivor analysisMacroeconomic factorRisco de créditoAnálise de sobrevivênciaFatores macroeconômicosEconomiaAdministração de créditoAvaliação de riscosRisco (Economia)Automóveis - CompraDefault mercado de crédito parcelado para bens duráveis: veículos automotoresinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisforever10000-01-01reponame:Repositório Institucional do FGV (FGV Repositório Digital)instname:Fundação Getulio Vargas (FGV)instacron:FGVinfo:eu-repo/semantics/openAccessORIGINAL63080100015.pdf63080100015.pdfapplication/pdf781749https://repositorio.fgv.br/bitstreams/660bbfdd-96ca-46bb-b164-03c94c644728/download32dd660d87d63789ab4a0ee0600ce50dMD51LICENSElicense.txtlicense.txttext/plain; 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dc.title.por.fl_str_mv Default mercado de crédito parcelado para bens duráveis: veículos automotores
title Default mercado de crédito parcelado para bens duráveis: veículos automotores
spellingShingle Default mercado de crédito parcelado para bens duráveis: veículos automotores
Andrade, Rodrigo Augusto Silva de
Credit risk
Survivor analysis
Macroeconomic factor
Risco de crédito
Análise de sobrevivência
Fatores macroeconômicos
Economia
Administração de crédito
Avaliação de riscos
Risco (Economia)
Automóveis - Compra
title_short Default mercado de crédito parcelado para bens duráveis: veículos automotores
title_full Default mercado de crédito parcelado para bens duráveis: veículos automotores
title_fullStr Default mercado de crédito parcelado para bens duráveis: veículos automotores
title_full_unstemmed Default mercado de crédito parcelado para bens duráveis: veículos automotores
title_sort Default mercado de crédito parcelado para bens duráveis: veículos automotores
author Andrade, Rodrigo Augusto Silva de
author_facet Andrade, Rodrigo Augusto Silva de
author_role author
dc.contributor.unidadefgv.por.fl_str_mv Escolas::EESP
dc.contributor.author.fl_str_mv Andrade, Rodrigo Augusto Silva de
dc.contributor.advisor1.fl_str_mv Picchetti, Paulo
contributor_str_mv Picchetti, Paulo
dc.subject.eng.fl_str_mv Credit risk
Survivor analysis
Macroeconomic factor
topic Credit risk
Survivor analysis
Macroeconomic factor
Risco de crédito
Análise de sobrevivência
Fatores macroeconômicos
Economia
Administração de crédito
Avaliação de riscos
Risco (Economia)
Automóveis - Compra
dc.subject.por.fl_str_mv Risco de crédito
Análise de sobrevivência
Fatores macroeconômicos
dc.subject.area.por.fl_str_mv Economia
dc.subject.bibliodata.por.fl_str_mv Administração de crédito
Avaliação de riscos
Risco (Economia)
Automóveis - Compra
description The present work aims to study the macroeconomic factors influence in credit risk for installment autoloans operations. The study is based on 4.887 credit operations surveyed in the Credit Risk Information System (SCR) hold by the Brazilian Central Bank. Using Survival Analysis applied to interval censured data, we achieved a model to estimate the hazard function and we propose a method for calculating the probability of default in a twelve month period. Our results indicate a strong time dependence for the hazard function by a polynomial approximation in all estimated models. The model with the best Akaike Information Criteria estimate a positive effect of 0,07% for males over de basic hazard function, and 0,011% for the increasing of ten base points on the operation annual interest rate, toward, for each R$ 1.000,00 on the installment, the hazard function suffer a negative effect of 0,28% , and an estimated elevation of 0,0069% for the same amount added to operation contracted value. For de macroeconomics factors, we find statistically significant effects for the unemployment rate (-0,12%) , for the one lag of the unemployment rate (0,12%), for the first difference of the industrial product index(-0,008%), for one lag of inflation rate (-0,13%) and for the exchange rate (-0,23%). We do not find statistic significant results for all other tested variables.
publishDate 2010
dc.date.issued.fl_str_mv 2010-05-28
dc.date.accessioned.fl_str_mv 2011-05-31T15:39:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.citation.fl_str_mv ANDRADE, Rodrigo Augusto Silva de. Default mercado de crédito parcelado para bens duráveis: veículos automotores. Dissertação (Mestrado em Economia de Empresas) - FGV - Fundação Getúlio Vargas, São Paulo, 2010.
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10438/8267
identifier_str_mv ANDRADE, Rodrigo Augusto Silva de. Default mercado de crédito parcelado para bens duráveis: veículos automotores. Dissertação (Mestrado em Economia de Empresas) - FGV - Fundação Getúlio Vargas, São Paulo, 2010.
url http://hdl.handle.net/10438/8267
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repository.name.fl_str_mv Repositório Institucional do FGV (FGV Repositório Digital) - Fundação Getulio Vargas (FGV)
repository.mail.fl_str_mv
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