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Determinants of borrowers’ default in P2P lending under consideration of the loan risk class

机译:考虑贷款风险等级的借款人违约的决定因素

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We study the determinants of borrowers’ default in P2P lending with a new data set consisting of 70,673 loan observations from Lending Club. Previous research identified a number of default determining variables but did not distinguish between different loan risk levels. We define four loan risk classes and test the significance of the default determining variables within each loan risk class. Our findings suggest that the significance of most variables depends on the loan risk class. Only few variables are consistently significant across all risk classes. The debt-to-income ratio, inquiries in the past 6 months and a loan intended for a small business are positively correlated with the default rate. Annual income and credit card as loan purpose are negatively correlated.
机译:我们使用新数据集研究了P2P贷款中借款人违约的决定因素,该数据集包含Lending Club的70,673个贷款观察值。先前的研究确定了许多违约决定变量,但没有区分不同的贷款风险水平。我们定义四个贷款风险类别,并测试每个贷款风险类别中默认决定变量的重要性。我们的发现表明,大多数变量的重要性取决于贷款风险类别。在所有风险类别中,只有极少数变量始终具有显着性。债务收入比,过去6个月的查询以及打算用于小企业的贷款与违约率呈正相关。年收入和信用卡作为贷款目的是负相关的。

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