Scenario design for macrofinancial stress testing

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE
Emanuele De Meo
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引用次数: 0

Abstract

This paper provides a novel empirical approach to scenario design for selecting a stress scenario for international macrofinancial variables. The scenario design framework is composed of several building blocks. First, multiple scenarios on the risk factors are generated by simulating a multi-country large Bayesian vector autoregression. Second, we take the perspective of a representative investor who aims to select a severe-yet-plausible scenario for a set of systematic risk factors following a factor-investing strategy. Moreover, we compare the stress scenarios selected under different approaches to measure plausibility (the Mahalanobis distance and entropy pooling under subjective views with a clear economic narrative). Finally, we compare our scenario design approach with a historical scenario approach in terms of its ability to select a stress scenario in the run-up to a rare adverse event such as the Covid-19 pandemic. We give evidence that our framework is suitable for the selection of a proper forward-looking severe-yet-plausible macrofinancial stress scenario.
宏观金融压力测试的场景设计
本文为国际宏观金融变量压力情景的选择提供了一种新的实证方法。场景设计框架由几个构建块组成。首先,通过模拟多国大贝叶斯向量自回归,生成风险因素的多个情景。其次,我们从一个代表性投资者的角度出发,他的目标是为一组遵循因素投资策略的系统性风险因素选择一个严重但合理的情景。此外,我们比较了在不同方法下选择的压力情景来衡量可信性(马氏距离和熵池在主观观点下具有明确的经济叙事)。最后,我们比较了我们的情景设计方法与历史情景方法在Covid-19大流行等罕见不良事件发生前选择压力情景的能力。我们给出的证据表明,我们的框架适合于选择一个适当的前瞻性严重但似乎合理的宏观金融压力情景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
1.20
自引率
28.60%
发文量
8
期刊介绍: As monetary institutions rely greatly on economic and financial models for a wide array of applications, model validation has become progressively inventive within the field of risk. The Journal of Risk Model Validation focuses on the implementation and validation of risk models, and aims to provide a greater understanding of key issues including the empirical evaluation of existing models, pitfalls in model validation and the development of new methods. We also publish papers on back-testing. Our main field of application is in credit risk modelling but we are happy to consider any issues of risk model validation for any financial asset class. The Journal of Risk Model Validation considers submissions in the form of research papers on topics including, but not limited to: Empirical model evaluation studies Backtesting studies Stress-testing studies New methods of model validation/backtesting/stress-testing Best practices in model development, deployment, production and maintenance Pitfalls in model validation techniques (all types of risk, forecasting, pricing and rating)
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