A 2-Factor model for inclusion of Voluntary Termination Risk in Automotive Retail Loan Portfolios

Simone Caenazzo, Ksenia Ponomareva
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Abstract

Under the UK Consumer Act 1974, obligors of Hire Purchase and Conditional Sale contracts are allowed to perform a Voluntary Termination (VT) once certain conditions are met. Upon such an event, lenders recover the underlying assets but are potentially liable to losses upon liquidation of the assets. This poses a challenge from a risk modelling perspective, as these financial products exhibit Credit (default) risk as well as VT risk, and these two events are mutually exclusive. In this paper we propose a modelling framework to account for Credit/Default and VT risk for Retail portfolios, designed as a 2-factor Monte Carlo simulation of loan-level termination events. The paper concludes with numerical and backtesting results from a real-life implementation of such framework in the context of an automotive loan portfolio.
汽车零售贷款组合中自愿终止风险的2因素模型
根据1974年英国消费者法案,一旦满足某些条件,分期购买和有条件销售合同的债务人可以执行自愿终止(VT)。在这种情况下,贷款人可以收回相关资产,但在资产清算时可能会蒙受损失。这从风险建模的角度提出了挑战,因为这些金融产品表现出信用(违约)风险和虚拟货币风险,这两个事件是相互排斥的。在本文中,我们提出了一个建模框架来考虑零售投资组合的信用/违约和VT风险,设计为贷款级终止事件的2因素蒙特卡罗模拟。本文的结论是,在汽车贷款组合的背景下,这种框架的实际实施的数值和回测结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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