Assessing the default risk by means of a discrete-time survival analysis approach

被引:12
|
作者
De Leonardis, Daniele [1 ]
Rocci, Roberto [2 ]
机构
[1] Intesa SanPaolo SpA, Corporate Banking, I-00186 Rome, Italy
[2] Univ Roma Tor Vergata, Dept SEFeMEQ, Rome, Italy
关键词
Cox's proportional hazards model; (baseline) hazard function; unobserved heterogeneity (frailty);
D O I
10.1002/asmb.705
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, the problem of company distress is assessed by means of a multi-period model that exploits the potentialities of the survival analysis approach when both Survival times and regressors are measured at discrete points in time. The discrete-time hazards model can be used both its an empirical framework in the analysis Of the causes of the deterioration process that leads to the default and as a tool for the prediction of the same event. Our results show that the prediction accuracy of the duration model is better than that provided by a single-period logistic model. It is also shown that the predictive power of the discrete-time Survival analysis is enhanced when it is extended to allow for unobserved individual heterogeneity (frailty). Copyright (C) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:291 / 306
页数:16
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