Bank Insolvency Risk and Z-Score Measures: Caveats and Best Practice

V. Bouvatier, L. Lepetit, Pierre-Nicholas Rehault, F. Strobel
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引用次数: 15

Abstract

We highlight caveats arising in the application of traditional ROA-based Z-scores for the measurement of bank insolvency risk, develop alternative Z-score measures to resolve these issues , and make recommendations for best practice for the US/Europe based on the experience of the …nancial crisis of 2007-2008. Using a probabilistic approach (i) our novel regulatory capital Z-score dominates traditional Z-score measures for both US/Europe; (ii) Z-scores computed with exponentially weighted moments dominate those with moving moments for the US sample, but not for Europe. For both US/Europe, using a multivariate logit approach (i) allows computation of augmented Z-scores that provide probabilities of distress that better discriminate between distressed/surviving banks than the probabilistic approach; (ii) suggests that the ROA-based Z-score using current values of the capital-asset ratio is best, calculated either with moving or exponentially weighted moments.
银行破产风险和Z-Score措施:警告和最佳实践
我们强调了在应用传统的基于总资产回报率的z分数来衡量银行破产风险时所产生的警告,开发了替代的z分数方法来解决这些问题,并根据2007-2008年金融危机的经验为美国/欧洲提出了最佳实践建议。使用概率方法(i)我们的新监管资本Z-score在美国/欧洲的传统Z-score测量中占主导地位;(ii)用指数加权矩计算的z分数在美国样本中占主导地位,但在欧洲则不是。对于美国/欧洲,使用多元logit方法(i)允许计算增加的z分数,提供困境的概率,比概率方法更好地区分陷入困境/幸存的银行;(ii)表明使用资本资产比率的现值计算基于roa的Z-score是最好的,无论是用移动或指数加权矩计算。
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