Stressing of Migration Matrices for IFRS 9 and ICAAP Calculations

J. Witzany
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引用次数: 4

Abstract

Rating transition matrices have become a workhorse of the IFRS 9 expected credit loss and ICAAP stress test modelling. The standard method to stress a through-the-cycle transition matrix is based on a single factor Gaussian model with a correlation parameter that is usually estimated on the level of a product pool. The goal of the paper is to generalize the model allowing for more general distributional assumptions and to test empirically the sensitivity of the results with respect to these assumptions and different possible approaches to the correlation parameter estimation. We are not aware of any such empirical study in the literature. The results show that this dependence is very strong with the standard approach underestimating the results, as we argue, of a more precise calculation many times. Therefore, there is a significant model risk that needs to be taken into account in ICAAP/IFRS 9 implementation and dealt with in further research.
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IFRS 9和ICAAP计算迁移矩阵的压力
评级转换矩阵已成为IFRS 9预期信用损失和ICAAP压力测试建模的主要工具。强调全周期过渡矩阵的标准方法是基于单因素高斯模型,其相关参数通常是在产品池的水平上估计的。本文的目标是推广模型,允许更一般的分布假设,并通过经验检验结果对这些假设和不同可能的相关参数估计方法的敏感性。我们不知道在文献中有任何这样的实证研究。结果表明,这种依赖性非常强,正如我们所争论的那样,标准方法多次低估了更精确计算的结果。因此,在ICAAP/IFRS 9的实施中需要考虑并在进一步的研究中处理重要的模型风险。
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