Default contagion among credit modalities: evidence from Brazilian data

IF 0.3 4区 经济学 Q4 Economics, Econometrics and Finance Journal of Credit Risk Pub Date : 2018-08-08 DOI:10.21314/JCR.2017.238
Michel Alexandre, Giovani Antônio Silva Brito, T. Martins
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引用次数: 3

Abstract

The aim of this paper is to assess the impact of the default of some personal credit modality in the future default of the other modalities. Using Brazilian microdata, we run a logistic regression to estimate the probability of default in a given credit modality, including among the explanatory variables the personal overdue exposure in the other credit modalities. Our results show that such effect is positive and significant, although quantitatively heterogeneous. We also discuss the rationale behind these results. Specifically, it was found that financing credit modalities (vehicle and real estate financing) contaminate more the other credit modalities, as their default may bring to the debtor the loss of the financed good. Moreover, riskier loan categories (overdraft, non-payroll-deducted personal credit and credit card) are more contaminated by the default of other modalities, what is explained by the fact that defaulted individuals have a limited access to less risky credit modalities.
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信用模式之间的违约传染:来自巴西数据的证据
本文的目的是评估某些个人信用方式违约对未来其他个人信用方式违约的影响。使用巴西的微观数据,我们运行逻辑回归来估计给定信贷模式的违约概率,包括解释变量中的其他信贷模式的个人逾期敞口。我们的结果表明,这种影响是积极的和显著的,尽管在数量上存在差异。我们还讨论了这些结果背后的基本原理。具体而言,研究发现融资信贷模式(汽车和房地产融资)比其他信贷模式污染更严重,因为它们的违约可能会给债务人带来融资商品的损失。此外,风险较高的贷款类别(透支、未扣除工资的个人信贷和信用卡)更容易受到其他模式违约的影响,这可以用违约个人获得风险较低的信贷模式的机会有限这一事实来解释。
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来源期刊
Journal of Credit Risk
Journal of Credit Risk BUSINESS, FINANCE-
CiteScore
0.90
自引率
0.00%
发文量
10
期刊介绍: With the re-writing of the Basel accords in international banking and their ensuing application, interest in credit risk has never been greater. The Journal of Credit Risk focuses on the measurement and management of credit risk, the valuation and hedging of credit products, and aims to promote a greater understanding in the area of credit risk theory and practice. The Journal of Credit Risk considers submissions in the form of research papers and technical papers, on topics including, but not limited to: Modelling and management of portfolio credit risk Recent advances in parameterizing credit risk models: default probability estimation, copulas and credit risk correlation, recoveries and loss given default, collateral valuation, loss distributions and extreme events Pricing and hedging of credit derivatives Structured credit products and securitizations e.g. collateralized debt obligations, synthetic securitizations, credit baskets, etc. Measuring managing and hedging counterparty credit risk Credit risk transfer techniques Liquidity risk and extreme credit events Regulatory issues, such as Basel II, internal ratings systems, credit-scoring techniques and credit risk capital adequacy.
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