European Central Bank

The ECB-BIG index: tracking credit conditions in the euro area

This box introduces the European Central Bank Broad Intermediation Gauge (ECB-BIG) index, a new indicator designed to provide a timely assessment of intermediation conditions in the euro area. The ECB-BIG index summarises information from a large set of variables covering bank and non-bank credit conditions, and complements indicators of more narrowly defined financial conditions. It also provides insights into the transmission of monetary policy to the real economy by measuring the impact of credit shocks on investment.

Assessing the scope for compensatory fiscal measures in response to the recent energy shock

This box assesses the scope for euro area governments to adopt compensatory fiscal measures against the backdrop of the recent energy shock. It examines the available fiscal space, reviews the discretionary fiscal support provided so far, and assesses whether the current inflation environment has generated additional revenues that could partially finance current and future measures.

The cost of not knowing: how uncertainty weighs on the euro area economy

Economic uncertainty – the extent to which households, firms, investors and policymakers find it difficult to assess the economic outlook – has increased markedly in recent years with successive geopolitical and trade policy shocks. This article reviews recent developments in various proxies for uncertainty and shows that metrics capturing geopolitical and trade policy uncertainty have remained persistently elevated. The adverse impact of uncertainty shocks on business investment is typically larger and more persistent than the effect on private consumption.

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

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.

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

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.

Forecasting the euro area job vacancy rate with earnings calls data

We analyse whether textual information extracted from firms’ earnings calls can improve forecasts of the euro area job vacancy rate. Using transcripts from euro area headquartered firms, we construct a monthly indicator of labour demand based on keywords related to labour market pressures and include it into a mixed frequency Bayesian VAR alongside standard hard and soft indicators. A pseudo–real-time evaluation shows that earnings calls provide timely and valuable signals for tracking vacancy dynamics.

Forecasting the euro area job vacancy rate with earnings calls data

We analyse whether textual information extracted from firms’ earnings calls can improve forecasts of the euro area job vacancy rate. Using transcripts from euro area headquartered firms, we construct a monthly indicator of labour demand based on keywords related to labour market pressures and include it into a mixed frequency Bayesian VAR alongside standard hard and soft indicators. A pseudo–real-time evaluation shows that earnings calls provide timely and valuable signals for tracking vacancy dynamics.

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

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.

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

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.

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