This paper documents the extension of the system-wide stress testing framework of the ECB with the insurance sector for a more thorough assessment of risks to financial stability. The special nature of insurers is captured by the modelling of the liability side and its loss absorbing capacity of...

The Association of Mutual Funds of India (AMFI), under the direction of the Securities and Exchange Board of India (SEBI), provided open access to various risk parameters with respect to MidCap and SmallCap funds for the first time from February 2024. Our study utilizes AMFI datasets from...

Recently, there has been a growing focus on sustainability issues within the financial sector. However, quantitative analysis of social and governance aspects has been challenging due to difficulties in data modelling. With the recent regulatory updates for standardised disclosure, the next step...

We develop a novel stress testing framework to quantify the risks to the German banking sector from the green transition. Our methodology combines a macro-level and a micro-level approach to calculate scenario-dependent probabilities of default and losses. The macro approach leverages...

Over the past decade, the Albanian banking sector has undergone a remarkable transformation amid strong macroeconomic performance and sound financial reforms. Nevertheless, pockets of vulnerability remain, including some that were identified during the IMF's 2014 Financial Sector Assessment...

This technical note focuses on systemic risk analysis and stress testing as part of the Slovak Republic's Financial Sector Assessment Program. The FSAP for the Slovak Republic implemented an extensive analysis of systemic risks and assessed the resilience of the banking sector. It identified key...

The technical assistance mission developed a multi-factor, multi-period solvency stress testing framework for banks supervised by the Central Bank of Barbados (CBB) and credit unions supervised by the Financial Services Commission (FSC). This framework is built around explicit macroeconomic...

This study investigates the impact of supervisory stress testing on banks' behaviors and their systemic risk implications. Utilizing confidential supervisory data from the European Banking Authority's EU-wide stress tests in 2021 and 2023, we employ a difference-in-differences framework to...

In this handbook, we define a cyber stress test as 'a targeted assessment of the resilience of individual organisations and their ability to withstand and recover from significant cybersecurity incidents, ensuring the provision of critical services, in different risk scenarios.' Stress tests...

Do climate stress tests affect bank credit supply to brown firms? Using a difference-in-differences approach and detailed data on individual bank loans in the euro area, this paper provides novel evidence on the effects of the ECB's 2022 climate risk stress test. Despite no capital implications...

ECB Banking Supervision has concluded its 2025 solvency stress test for euro area significant institutions. A total of 51 significant institutions directly supervised by the ECB took part in the EU-wide stress test coordinated by the European Banking Authority (EBA) in cooperation with the...

This paper assesses the impact of floods on credit to European small and medium-sized enterprises (SMEs) using a discrete-time survival model. We find a statistically significant relationship between the default probability of loans to SMEs and floods occurring in the region where the firm is...

This report presents the results of a literature review on stress tests developed and applied in non-food supply chains. The primary focus of the project is on quantitative and qualitative methodologies applied in the literature for stress testing non-food supply chains, their advantages and...

The FSAP team undertook a thorough top-down corporate and bank solvency, bank liquidity stress tests as well as analysis of interconnectedness using mid-2023 data. This note covers the methodology and results of the scenario-based solvency test, the single factor sensitivity analysis, the...

The Technical Assistance (TA) mission, conducted in Victoria, Seychelles, from May 2 to 17, 2023, assisted authorities with macroprudential stress testing and climate risk analysis. The stress testing focused on strengthening the solvency and liquidity frameworks: (i) for solvency, considering...

Purpose - This paper aims to examine how bank stress tests affect bank tax planning. Design/methodology/approach - The study uses US bank stress test bank size thresholds and a regression discontinuity design to investigate the effect of the Dodd-Frank Act and the instituted bank stress tests on...

Do climate stress tests affect bank credit supply to brown firms? Using a difference-in-differences approach and detailed data on individual bank loans in the euro area, this paper provides novel evidence on the effects of the ECB's 2022 climate risk stress test. Despite no capital implications...

This first climate transition risk stress test for the Albanian banking sector assesses the macroeconomic and financial sector implications of Albania's shift to a low-carbon economy under different climate policy scenarios. It builds upon earlier exposure analyses conducted for the Albanian...

This study investigates the impact of supervisory stress testing on banks' behaviors and their systemic risk implications. Utilizing confidential supervisory data from the European Banking Authority's EU-wide stress tests in 2021 and 2023, we employ a difference-in-differences framework to...

Traditional exposure measures focus on direct exposures to evaluate the losses an institution is exposed to upon the default of a counterparty. Since the Global Financial Crisis of 2007-2008, the importance of indirect exposures via common asset holdings is increasingly recognized. Yet direct...

Introduction -- Disclosure regulation for transparency, stability, and competition in banking -- Bank risk disclosure: towards mandatory non-financial information -- Climate change risk: the new frontier in banking disclosure -- Do transparent banks do more green lending? Evidence from climate...

We propose a methodology for measuring the market-implied capital of banks by subtracting from the market value of equity (market capitalization) a credit-spread-based correction for the value of shareholders' default option. We show that without such a correction, the estimated impact of a...

This paper documents the extension of the system-wide stress testing framework of the ECB with the insurance sector for a more thorough assessment of risks to financial stability. The special nature of insurers is captured by the modelling of the liability side and its loss absorbing capacity of...

We study the credit risk of banks in Germany from lending to non-financial firms. We model changes in Expected Credit Loss, which is derived from the guidelines in the IFRS 9 accounting standard. We map the accounting model to a dataset with individual loans as the unit of observation...

We study the credit risk of banks in Germany from lending to non-financial firms. We model changes in Expected Credit Loss, which is derived from the guidelines in the IFRS 9 accounting standard. We map the accounting model to a dataset with individual loans as the unit of observation...

In this paper, we propose a new framework to jointly calibrate cyclical and structural capital requirements. For this, we integrate a non-linear macroeconomic model and a stress test model. In the macroeconomic model, the severity of the scenarios depends on the level of cyclical risk....

Climate risk is one of the type of risks in a bank's portfolio which is not fully recognized, and its impact on the future overall risk changes is hidden due to lack of sufficient knowledge at the moment. One of the most common data comes from Network for Greening the Financial System (NGFS)...

We propose an improved methodology for modelling potential scenario paths of banks' riskweighted assets, which drive the denominator of capital adequacy ratios. Our approach centres on modelling the internal risk structure of bank portfolios and thus aims to provide more accurate estimations...