Investigating Implied Asset Correlation and Capital Requirements: Empirical Evidence from the Italian Banking System

A. Malinconico, D. Curcio, I. Gianfrancesco
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引用次数: 9

Abstract

The Basel Committee’s reform to strengthen the global capital framework, known as Basel III, takes into account a series of measures to address procyclicality and, consequently, make banks’ capital requirements more stable during the different phases of the economic cycle. The range of possible approaches that Supervisory Authorities could follow to address this issue includes measures such as the use of through-the-cycle probability of default (PD) estimates and/or the calibration of the other risk parameters, i.e., the confidence level and the relation between PD and asset correlation, in an anti-cyclical way. Particularly, this paper aims at detecting further the relation between PD and asset correlation, based on Italian banking system empirical loss data. The authors test the regulatory asset value correlation assumptions through a measure of implied asset correlation that they get by equalling the empirically observed unexpected loss with the regulatory capital requirements. This research sheds more light on the inverse relation between PD and asset correlation, which is one of the main hypotheses the internal ratings based approach is built on, and that has not been modified by the Basel III reform. The paper demonstrates that the sign of this relation depends on the combination of two opposite effects: the “PD effect”, which is consistent with the inverse relation hypothesis and the “PD volatility effect”, which has been neglected by prior literature. According to the provided evidence, if a certain change in the PD comes along with a change in the volatility of the default rate distribution, the inverse relation doesn’t hold.
调查隐含资产相关性和资本要求:来自意大利银行体系的经验证据
巴塞尔委员会旨在加强全球资本框架的改革,即巴塞尔协议III,考虑了一系列解决顺周期性的措施,从而使银行的资本要求在经济周期的不同阶段更加稳定。监管机构可以遵循的解决这一问题的可能方法范围包括使用全周期违约概率(PD)估计和/或校准其他风险参数,即置信水平和PD与资产相关性之间的关系,以反周期的方式。特别是,本文旨在进一步检测PD与资产相关性之间的关系,基于意大利银行系统的经验损失数据。作者通过将经验观察到的意外损失与监管资本要求相等来衡量隐含资产相关性,从而测试监管资产价值相关性假设。这项研究更清楚地揭示了PD与资产相关性之间的反比关系,这是基于内部评级的方法所建立的主要假设之一,并且没有被巴塞尔协议III改革修改。本文论证了这一关系的符号取决于两种相反效应的组合:符合反比假设的“PD效应”和以往文献忽略的“PD波动效应”。根据所提供的证据,如果PD的一定变化伴随着违约率分布波动性的变化,则反比关系不成立。
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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