Transfer of macroeconomic shocks in stress tests modeling

被引:0
|
作者
Rojas, Helder [1 ,3 ]
Dias, David [2 ,3 ]
机构
[1] Univ Sao Paulo, Inst Math & Stat, IME USP, Sao Paulo, Brazil
[2] Univ Sao Paulo, Inst Math & Comp Sci, ICMC USP, Sao Paulo, Brazil
[3] Santander Bank, Sao Paulo, Brazil
关键词
Transmission of shocks; Stress testing; Risk parameters; General transfer function models; Bayesian approach; DISTRIBUTED LAG;
D O I
10.1016/j.physa.2020.125571
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this paper, we are interested in evaluating the resilience of financial portfolios under extreme economic conditions. Therefore, we use empirical measures to characterize the transmission process of macroeconomic shocks to risk parameters. We propose the use of an extensive family of models, called General Transfer Function Models, which condense well the characteristics of the transmission described by the impact measures. The procedure for estimating the parameters of these models is described employing the Bayesian approach and using the prior information provided by the impact measures. In addition, we illustrate the use of the estimated models from the credit risk data of a portfolio. (C) 2020 Published by Elsevier B.V.
引用
收藏
页数:25
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