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Assessing Credit Quality from the Equity Market: Is Structural Approach a Better Approach?

机译:从股票市场评估信贷质量:结构方法是更好的方法吗?

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We investigate the empirical performance of default probability prediction based on Merton’s (1974) structural credit risk model. More specifically, we study if Merton’s default measure, represented by distance-to-default, is a suf- ficient statistic to reflect the equity market information concerning the credit quality of the debt issuing firm. Employing the same information set, we show that a simple reduced form model outperforms Merton type of models for both in sample fitting and out of sample predictability for credit ratings. Both in-sample fitting and out-of-sample predictability can be greatly improved by including the firm’s equity value as an additional independent variable to the structural model. Moreover, the empirical performance of this hybrid model is very similar to that of the simple reduced form model. As a result, we conclude that although structural models are theoretically sound and distance-to-default is an important factor that determines the credit quality of the debt issuing firm, it does not adequately capture all the information from the equity market concerning the firm’s credit quality.
机译:我们研究基于默顿(1974)结构性信用风险模型的违约概率预测的经验性能。更具体地说,我们研究以违约距离表示的默顿违约度量是否足以反映有关债务发行公司信用质量的股票市场信息。使用相同的信息集,我们显示出简单的简化形式模型在样本拟合和信用等级的样本可预测性方面均优于默顿模型。通过将公司的股权价值作为结构模型的附加自变量,可以大大提高样本内拟合和样本外可预测性。此外,该混合模型的经验性能与简单简化形式模型的经验性能非常相似。结果,我们得出结论,尽管结构模型在理论上是合理的,并且违约距离是决定债务发行公司的信用质量的重要因素,但它不能充分捕获股票市场上有关该公司信用的所有信息。质量。

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