Reducing estimation risk using a Bayesian posterior distribution approach: Application to stress testing mortgage loan default

Z Wang, J Crook, G Andreeva - European Journal of Operational Research, 2020 - Elsevier
We propose a new stress testing method to model coefficient uncertainty in addition to
macroeconomic stress. Based on US mortgage loan data, we model the probability of …

Model and estimation risk in credit risk stress tests

P Grundke, K Pliszka, M Tuchscherer - Review of Quantitative Finance and …, 2020 - Springer
This paper deals with stress tests for credit risk and shows how exploiting the discretion
when setting up and implementing a model can drive the results of a quantitative stress test …

[PDF][PDF] Stress testing a retail loan portfolio: an error correction model approach

S Assouan - The Journal of Risk Model Validation, 2012 - fc.up.pt
The use of stress testing for risk monitoring has increased considerably over the last decade.
Stress testing–a simulation technique used to assess the strength of a portfolio or a financial …

On a quest for robustness: about model risk, randomness and discretion in credit risk stress tests

T Siemsen, J Vilsmeier - 2018 - papers.ssrn.com
In this paper we study the impact of model uncertainty, which occurs when linking a stress
scenario to default probabilities, on reduced-form credit risk stress testing. This type of …

Stress testing and model validation: application of the Bayesian approach to a credit risk portfolio

M Jacobs, AK Karagozoglu… - Journal of Risk Model …, 2015 - papers.ssrn.com
Following the recent global financial crisis, regulators have recognized the importance of
stress testing, in part due to the impact of model risk, and have implemented supervisory …

Implications of model uncertainty for bank stress testing

M Gross, J Población - Journal of Financial Services Research, 2019 - Springer
We aim to raise the awareness that model uncertainty stemming from stress test satellite
equations that relate bank risk parameters to macro-financial variables can be significant …

Stress-testing credit risk parameters: an application to retail loan portfolios

D Rösch, HH Scheule - Journal of Risk Model Validation, 2007 - papers.ssrn.com
Financial institutions are faced with the challenge to forecast future credit portfolio losses. It
is common practice to focus on portfolio models consisting of a limited set of parameters …

Improving default risk prediction using Bayesian model uncertainty techniques

R Kazemi, A Mosleh - Risk Analysis: An International Journal, 2012 - Wiley Online Library
Credit risk is the potential exposure of a creditor to an obligor's failure or refusal to repay the
debt in principal or interest. The potential of exposure is measured in terms of probability of …

Validation of default probability models: A stress testing approach

FY Tsukahara, H Kimura, VA Sobreiro… - International Review of …, 2016 - Elsevier
This study aims to evaluate the techniques used for the validation of default probability (DP)
models. By generating simulated stress data, we build ideal conditions to assess the …

An empirical study of bank stress testing for auto loans

D Wu, M Fang, Q Wang - Journal of Financial Stability, 2018 - Elsevier
We present an empirical study of stress testing for portfolios of auto loans. We find that loans
aged five years or more have significantly higher default probabilities. This finding raises …