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We develop a general approach for stress testing correlations of financial asset portfolios. The correlation matrix of asset returns is specified in a parametric form, where correlations are represented as a function of risk factors, such…

风险管理 · 定量金融 2022-09-07 N. Packham , F. Woebbeking

Stress testing, and in particular, reverse stress testing, is a prominent exercise in risk management practice. Reverse stress testing, in contrast to (forward) stress testing, aims to find an alternative but plausible model such that under…

风险管理 · 定量金融 2023-10-03 Emma Kroell , Silvana M. Pesenti , Sebastian Jaimungal

Credit risk stress testing has become an important risk management device which is used both by banks internally and by regulators. Stress testing is complex because it essentially means projecting a bank's full balance sheet conditional on…

风险管理 · 定量金融 2024-01-18 Bernd Engelmann

Supply chains' increasing globalization and complexity have recently produced unpredictable disruptions, ripple effects, and cascading resulting failures. Proposed practices for managing these concerns include the advanced field of forward…

数据分析、统计与概率 · 物理学 2025-11-27 Madison Smith , Michael Gaiewski , Sam Dulin , Laurel Williams , Jeffrey Keisler , Andrew Jin , Igor Linkov

Stress testing refers to the application of adverse financial or macroeconomic scenarios to a portfolio. For this purpose, financial or macroeconomic risk factors are linked with asset returns, typically via a factor model. We expand the…

风险管理 · 定量金融 2023-10-10 Natalie Packham

As an important tool in financial risk management, stress testing aims to evaluate the stability of financial portfolios under some potential large shocks from extreme yet plausible scenarios of risk factors. The effectiveness of a stress…

应用统计 · 统计学 2024-04-02 Menglin Zhou , Natalia Nolde

Since the Great Financial Crisis (GFC), the use of stress tests as a tool for assessing the resilience of financial institutions to adverse financial and economic developments has increased significantly. One key part in such exercises is…

计量经济学 · 经济学 2022-02-08 Martin Guth

This paper develops a geospatial framework for climate risk stress testing in California with applications to banking and climate-exposed sectors such as agriculture, real estate, and tourism. The study integrates physical hazard mapping,…

计算工程、金融与科学 · 计算机科学 2026-04-21 Satya Narayana Panda , Aishworzo Saha

The instability of historical risk factor correlations renders their use in estimating portfolio risk extremely questionable. In periods of market stress correlations of risk factors have a tendency to quickly go well beyond estimated…

适应与自组织系统 · 物理学 2008-12-10 Vineer Bhansali , Mark B. Wise

The impact of a stress scenario of default events on the loss distribution of a credit portfolio can be assessed by determining the loss distribution conditional on these events. While it is conceptually easy to estimate loss distributions…

风险管理 · 定量金融 2016-01-11 Dirk Tasche

Value at Risk (VaR) and stress testing are two of the most widely used approaches in portfolio risk management to estimate potential market value losses under adverse market moves. VaR quantifies potential loss in value over a specified…

计算金融 · 定量金融 2024-10-01 Krishan Mohan Nagpal

We develop a transparent and fully auditable LLM-based pipeline for macro-financial stress testing, combining structured prompting with optional retrieval of country fundamentals and news. The system generates machine-readable macroeconomic…

风险管理 · 定量金融 2025-12-10 Masoud Soleimani

We reverse engineer dynamics of financial contagion to find the scenario of smallest exogenous shock that, should it occur, would lead to a given final systemic loss. This reverse stress test can be used to identify the potential triggers…

风险管理 · 定量金融 2017-03-13 Daniel Grigat , Fabio Caccioli

Stress testing poses a causal question: how would portfolio credit losses change if the macroeconomy followed an adverse counterfactual path? Yet standard practice remains predictive and might be therefore vulnerable to omitted-variable…

人工智能 · 计算机科学 2026-05-19 Yu Wang , Xiangchen Liu , Siguang Li

An resilience optimal evaluation of financial portfolios implies having plausible hypotheses about the multiple interconnections between the macroeconomic variables and the risk parameters. In this paper, we propose a graphical model for…

应用统计 · 统计学 2020-01-31 Helder Rojas , David Dias

Conditional forecasts of risk measures play an important role in internal risk management of financial institutions as well as in regulatory capital calculations. In order to assess forecasting performance of a risk measurement procedure,…

风险管理 · 定量金融 2017-02-22 Natalia Nolde , Johanna F. Ziegel

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…

应用统计 · 统计学 2019-05-21 Helder Rojas , David Dias

We develop a novel stress-test framework to monitor systemic risk in financial systems. The modular structure of the framework allows to accommodate for a variety of shock scenarios, methods to estimate interbank exposures and mechanisms of…

风险管理 · 定量金融 2016-02-23 Stefano Battiston , Marco D'Errico , Stefano Gurciullo , Guido Caldarelli

This paper introduces a new risk-on risk-off strategy for the stock market, which combines a financial stress indicator with a sentiment analysis done by ChatGPT reading and interpreting Bloomberg daily market summaries. Forecasts of market…

Geopolitical and geoeconomic shocks reprice sovereign credit risk through different transmission channels. Using a daily panel of 42 advanced and emerging economies over 2018--2025, we show that geopolitical shocks raise sovereign CDS…

机器学习 · 统计学 2026-03-25 Alvaro Ortiz , Tomasa Rodrigo , Pablo Saborido
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