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ECB - European Central Bank
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Latest releases on the ECB website - Press releases, speeches and interviews, press conferences.
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A robust approach to tilting: parametric relative entropy
We introduce a novel methodology, ”parametric tilting,” for incorporating external information into econometric model-based density forecasts. Unlike traditional entropic tilting, which can generate unrealistic or unstable distributions under certain conditions, parametric tilting ensures more reliable and numerically stable results. Our approach leverages the flexibility of the skew-T distribution, which captures key moments of macroeconomic time series, and minimizes the Kullback-Leibler divergence between the target and model-based distributions. This method overcomes limitations of entropic tilting, such as multimodal or degenerate distributions, providing a robust alternative for policymakers and researchers aiming to integrate external views into probabilistic forecasting frameworks.
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Stablecoins and monetary policy transmission
This paper studies the effects of stablecoin adoption—crypto-assets designed to maintain a stable value relative to a reference asset—on bank intermediation and the transmission of monetary policy. Using evidence from the rapid expansion of stablecoins combined with confidential granular data on euro area banks and their individual borrowers, we document three main findings. First, stablecoin adoption induces a deposit-substitution mechanism, whereby funds shift from retail bank deposits to digital assets. This reallocation increases banks’ reliance on wholesale funding and can ultimately constrain their intermediation capacity. Second, we show that stablecoins alter the passthrough of policy rates to bank funding costs and lending conditions and potentially weaken the predictability of policy actions. These effects are nonlinear and depend critically on the scale of stablecoin adoption, their design features, and their regulatory treatment. Third, we document a potential risk associated with the growing prevalence of foreign-currency-denominated stablecoins. Their diffusion is likely to increase banks’ reliance on foreign-currency wholesale funding. We show that banks with greater exposure to this source of funding exhibit a weaker loan-supply response to domestic monetary policy shocks, indicating a weakening of monetary policy transmission and a potential erosion of monetary sovereignty.
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ECB report on gender diversity in the period 2013-25
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Can satellites predict oil demand?
We investigate whether satellite observations of nitrogen dioxide (NO₂) – a short-lived pollutant primarily emitted by fossil fuel combustion – can improve the forecasting of oil demand. After retrieving, cleaning, and aggregating daily satellite data, we integrate NO₂ into a range of forecasting models. Across a panel of advanced and emerging economies, we find that including NO₂ significantly enhances nowcasting accuracy relative to benchmark models based on autoregressive terms and traditional predictors such as industrial activity, prices, weather, and vehicle registrations. Accuracy gains are particularly strong during crisis episodes but remain present in more stable times. Non-linear models, especially neural networks, yield the largest improvements, highlighting the non-linear link between energy demand and pollution. By offering a timely, globally consistent, and freely available proxy, satellite-based NO₂ data provide a valuable new tool for real-time monitoring of oil dema
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The great redistribution that wasn’t: a HANK-OLG perspective on monetary policy
We study the distributional consequences of the recent inflationary surge and the subsequent monetary policy response in the euro area. Using an estimated two-asset Heterogeneous Agent New Keynesian model with an overlapping generations structure, we analyze the macroeconomic shocks driving inflation between 2021 and 2022. We find that these shocks generated substantial redistribution from young and poor households toward older and wealthier ones. By keeping interest rates unchanged until mid-2022, monetary policy largely offset these distributional effects. A policy response based solely on a standard Taylor rule would have failed to mitigate the redistribution.
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Consolidated balance sheet of the Eurosystem as at 31 December 2025
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Annual Accounts 2025
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Bond funds’ risk taking and monetary policy
Using granular security-level data from bond funds domiciled in the US and the euro area, we identify a market-based risk-taking channel of monetary policy transmission via the credit-risk and the maturity structure of bond funds’ portfolios. We measure credit risk at the fund level as the weighted average credit rating of the fund’s bond holdings. We find that accommodative monetary policies by the Fed and the ECB are associated with increased risk in bond funds’ portfolios. Interestingly, risk-taking is more pronounced for funds with longer-term holdings relative to short-term ones and unconventional monetary policy exerts stronger market-based risk-taking effects than interest rate policy. Finally, we find that Fed’s monetary policy has a stronger impact on funds’ risk-taking behaviour than the ECB’s, highlighting the dominant role of US monetary policy in global financial markets.
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Stabilizing credit when nonperforming loans surge: the role of asset management companies
When default losses elevate borrowing costs, expanding credit cannot stabilize the economy because default rates feedback to lending rates through bank balance sheets. Asset management companies (AMCs) break this loop by purchasing nonperforming loans at their long-run recovery values, thereby fixing the effective default rate that banks face. Government purchases of performing loans expand credit but leave this feedback intact. In a model calibrated to the eurozone, the AMC reduces quarterly default rates by 0.8 percentage points, lowers lending rates by 1.6 percentage points, and raises welfare by 0.2%. Government purchases crowd out bank deposits, contracting credit; default rates rise by 1.8 percentage points, lending rates increase by 1.2 percentage points, and welfare falls by 0.3%.
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Homeowners insurance and the transmission of monetary policy
We document a novel transmission channel of monetary policy through the homeowners insurance market. On average, contractionary monetary policy shocks result in higher homeowners insurance prices. Using granular data on insurers’ balance sheets, we show that this effect is driven by the interaction of financial frictions and the interest rate sensitivity of investment portfolios. Specifically, rate hikes reduce the market value of insurers’ assets, tightening insurers’ balance sheet constraints and increasing their shadow cost of capital. These frictions in insurance supply amplify the effects of monetary policy on real estate and mortgage markets by making housing less affordable. We find that monetary policy shocks have a stronger impact on home prices and mortgage applications when local insurers are more sensitive to interest rates. This channel is particularly pronounced in areas where households face high climate risk exposure. Our findings highlight the role of insurance markets in amplifying macroeconomic shocks and the interconnections between homeowners insurance, residential real estate, and mortgage lending.
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Looser, tighter, clearer: a new Financial Conditions Index for the euro area
Financial Conditions Indices (FCIs) are a widely used tool for assessing the broader monetary policy stance beyond the central bank’s direct control. This paper presents a novel vector autoregressive (VAR) model that includes key macroeconomic variables and maps financial variables into a single index, named Macro-Finance FCI. The VAR coefficients and the FCI weights are estimated jointly in one step, ensuring a model-consistent microfinance feedback. The model-implied long-run mean of the index provides a neutral benchmark to which financial conditions converge when inflation is at target and output is at potential. For the euro area, the proposed FCI incorporates nine asset prices – including risk-free rates, sovereign spreads, risk assets, and the exchange rate – and assigns a dominant role to nominal interest rates. It outperforms existing indices in out-of-sample forecasts of inflation and output. A structural identification of supply, demand, and financial shocks indicates that financial conditions require up to one year to transmit to the real economy and almost up to two years to inflation.
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Macroeconomic effects of carbon-intensive energy price changes: a model comparison
This paper presents a novel model comparison to examine the challenges posed by changes in carbon-intensive energy prices for monetary policy. The employed environmental monetary models have a detailed multi-sector structure. The comparison assesses the effects of both a temporary and a permanent energy price increase with a particular focus on the euro area and the United States. Temporary and permanent price shocks are both inflationary. However, the inflationary impact of the permanent shock depends on the underlying model assumptions and monetary policy response. The analysis also establishes that these models share large commonalities in their quantitative and qualitative results, while also pointing out cross-country differences.
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A least-squares filter for sequence-space models
Sequence-space models are becoming increasingly popular in macroeconomics, especially in the heterogeneous-agent literature. However, the econometric toolkit for users of these models remains less developed than that available for traditional state-space methods. This note introduces an algorithm for efficiently filtering unobserved shocks in linear sequence-space models. The proposed filter solves a least-squares optimization problem in closed form and returns the expectation of unobserved shocks conditional on observed data. It handles heteroskedasticity, missing observations, measurement error, and non- Gaussian shock distributions. To illustrate its properties, I apply it to data simulated from a medium-scale heterogeneous-agent New Keynesian model and show that it accurately recovers the underlying structural shocks.
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How do macroprudential measures affect mortgage lending standards? Evidence from the ECB’s Bank Lending Survey
Using information from the ECB’s Bank Lending Survey, we examine how the implementation of borrower-based macroprudential measures (BBMs) between 2009-Q1 and 2023-Q3 affected mortgage lending standards in a sample of 15 euro area countries. We find that banks generally tightened credit standards around the implementation of BBMs, with the strongest effect occurring contemporaneously. Such tightening of credit standards is observed for different types of BBMs, including limits on loan-to-value or debt-service-to-income ratios and maturities. We also find mild evidence that legally binding measures imply a stronger tightening of credit standards than measures in the form of non-binding recommendations. Finally, this tightening is more pronounced in cases where mortgage loan growth or real estate price growth is high, consistent with BBMs effectively smoothing the credit cycle.
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Letter from the ECB President to Mr Fabio de Masi and Mr Dick Erixon, MEPs, on institutional matters
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