European Central Bank

MuSE: a multiple macro-financial scenario simulation engine for stress testing

08/05/2026 European Central Bank Central banks

We design an econometric framework to simulate multiple adverse macro-financial scenarios that can be used in top-down stress tests. First, we create a financial stress index informed by shocks generated via a non-parametric copula estimated on a large dataset of daily financial indicators. Second, we simulate the joint dynamics of macroeconomic indicators conditional on the copula-based financial shocks in a large multi-country Bayesian VAR model.

Europe’s venture capital gap and the financing of high-growth firms

08/04/2026 European Central Bank Central banks

This box examines EU venture capital market developments and the implications for firm financing and growth. Venture capital in the EU remains limited in scale and fragmented across national markets, with gaps particularly evident at later stages of financing where they are partially filled by non-EU investors. Although venture capital from outside the EU can help firms expand, a strong reliance on external investors may reduce Europe’s ability to retain the economic gains generated by its entrepreneurial ecosystem.

On-the-job search in Europe and the U.S.: precautionary vs. job ladder motives

08/04/2026 European Central Bank Central banks

While employer-to-employer (E2E) transitions are by now well-documented, these data alone cannot reveal what drives mobility: who searches, why, and how search translates into transitions. Using novel panel data from the ECB and NY Fed consumer expectations surveys, we provide the first systematic cross-country analysis of on-the job search (OJS) and E2E transitions across eleven euro area countries and the U.S. Our data uniquely include direct measures of OJS and its motives (job loss expectations for precautionary, pay satisfaction for job ladder) for all workers, not just searchers.

Severity over quantity. Drivers of supervisory capital add-ons in internal ratings-based models

08/04/2026 European Central Bank Central banks

Banks use their internal models to estimate capital requirements in a risk-sensitive way, subject to a set of rules laid down in banking regulation. However, these models are not flawless as the usage of models suffers from imperfections, such as oversimplifications or wrong assumptions. As a result, risks may be underestimated. This is particularly troublesome, where models are used to assess risks to banks’ solvency. In this paper we address an important gap in the literature with regard to such model risk.

On-the-job search in Europe and the U.S.: precautionary vs. job ladder motives

08/04/2026 European Central Bank Central banks

While employer-to-employer (E2E) transitions are by now well-documented, these data alone cannot reveal what drives mobility: who searches, why, and how search translates into transitions. Using novel panel data from the ECB and NY Fed consumer expectations surveys, we provide the first systematic cross-country analysis of on-the job search (OJS) and E2E transitions across eleven euro area countries and the U.S. Our data uniquely include direct measures of OJS and its motives (job loss expectations for precautionary, pay satisfaction for job ladder) for all workers, not just searchers.

Severity over quantity. Drivers of supervisory capital add-ons in internal ratings-based models

08/04/2026 European Central Bank Central banks

Banks use their internal models to estimate capital requirements in a risk-sensitive way, subject to a set of rules laid down in banking regulation. However, these models are not flawless as the usage of models suffers from imperfections, such as oversimplifications or wrong assumptions. As a result, risks may be underestimated. This is particularly troublesome, where models are used to assess risks to banks’ solvency. In this paper we address an important gap in the literature with regard to such model risk.

Feeling the heat unevenly: energy prices and household consumption

08/03/2026 European Central Bank Central banks

This box examines the mechanisms behind the aggregate and distributional effects of energy price shocks on euro area households, taking its cue from the recent surge in energy prices following the outbreak of the war in the Middle East. Drawing on a quantitative heterogeneous agent New Keynesian model calibrated to the euro area, it shows that energy price shocks reduce aggregate consumption through real income losses.

The transmission of shocks across sectors and the dynamics of sectoral prices

08/03/2026 European Central Bank Central banks

This paper studies the dynamics of U.S. sectoral producer prices in a large Bayesian Vector Auto Regression (BVAR) model where the Input-Output (IO) matrix is used to structure their long-run relationships. The model provides evidence of a sectoral spillover channel in driving headline inflation without imposing such a mechanism in the model’s structure.

The transmission of shocks across sectors and the dynamics of sectoral prices

08/03/2026 European Central Bank Central banks

This paper studies the dynamics of U.S. sectoral producer prices in a large Bayesian Vector Auto Regression (BVAR) model where the Input-Output (IO) matrix is used to structure their long-run relationships. The model provides evidence of a sectoral spillover channel in driving headline inflation without imposing such a mechanism in the model’s structure.

Tracing the ripple effects of the Middle East war on euro area consumption

08/03/2026 European Central Bank Central banks

The onset of the war in the Middle East triggered a sharp deterioration in consumer confidence across the euro area, comparable in magnitude to that observed after Russia’s invasion of Ukraine. This box examines the extent to which the decline in confidence is associated with actual consumption behaviour using microdata from the ECB Consumer Expectations Survey. The analysis reveals that nominal consumption growth softened materially in April 2026, driven mainly by reduced discretionary spending, particularly among higher-income households.

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