Die deutsche Wirtschaft stagnierte insgesamt im 1. Halbjahr 2025; das deutsche Bruttoinlandsprodukt sank im 2. Quartal um 0,3 %, wie es im ersten gestiegen war. Dabei spielten Sondereffekte (Vorziehen von Produktion und Exporten ins erste Quartal aufgrund der erwarteten US-Zölle und mildes...

This study examines how effectively common factors, extracted using both the partial least squares method and principal component analysis from the business tendency survey and the banking loan tendency survey, can predict Turkiye's economic growth. The findings indicate that integrating this...

Austria's economy is recovering over the projection period from a recession that, according to the revised National Accounts, proved comparably severe to Germany's. The rebound is driven by private consumption, while foreign trade in goods continues to contract for the time being. Residential...

We provide a parsimonious setup for forecasting U.S. GDP growth and the unemployment rate based on a few fundamental drivers. This setup yields forecasts that are reasonably accurate compared with private-sector and Federal Reserve forecasts over the 1984-2019 and post-COVID-19 pandemic periods....

In behavioral economics, sentiments influence decision-making processes, with positive sentiments tending to underestimate risks and negative sentiments overestimate them. At the individual level, these sentiments shape economic behavior in ways that collectively influence broader economic...

In the ECB's Survey of Professional Forecasters (SPF) for the fourth quarter of 2025, expectations for headline HICP inflation were revised slightly upwards for 2025 but remained unchanged for 2026, 2027 and the longer term. Expectations for core inflation expectations, as measured by the HICP...

In the ECB's Survey of Professional Forecasters (SPF) for the fourth quarter of 2025, expectations for headline HICP inflation were revised slightly upwards for 2025 but remained unchanged for 2026, 2027 and the longer term. Expectations for core inflation expectations, as measured by the HICP...

In the ECB's Survey of Professional Forecasters (SPF) for the third quarter of 2025,1 expectations for headline HICP inflation were revised downwards for 2025 and 2026 but remained unchanged for 2027 and the longer term. At the same time, core inflation expectations, as measured by the HICP...

Die deutsche Wirtschaft wartet auf die Konjunkturwende. Wie schon insgesamt im ersten Halbjahr 2025 stagnierte das reale Bruttoinlandsprodukt auch im 3. Quartal. Ein schwieriges internationales Umfeld und eine bislang nur zaghafte Umsetzung von Reformen durch die neue Regierung - überlagert von...

Indonesia’s economy continues to demonstrate resilience amid heightened global uncertainty. Real GDP growth held at 5.0 percent year-on-year over the first three quarters of 2025, supported by robust investment and a notable, albeit temporary, contribution from net exports, which benefited...

The German economy is slowly emerging from its trough. After a bumpy start to the year, which was marked by tariff-related special effects, growth in 2025 remains subdued at 0.2 percent. However, the economy is gradually picking up speed from the current third quarter onwards. Over the next two...

Vector autoregressions (VARs) are popular for forecasting, but ill-suited to handle occasionally binding constraints, like the effective lower bound on nominal interest rates. We examine reduced-form "shadow rate VARs" that model interest rates as censored observations of a latent shadow rate...

Standard nowcasting frameworks commonly use weekly or monthly variables to monitor quarterly gross domestic product (GDP). However, this method is not suitable for economies that track GDP annually. We modify the state-space representation of an otherwise standard dynamic factor model to...

The global economy has so far proved robust in the face of unprecedented economic uncertainty. Recently, a number of countries, including the EU, have concluded trade agreements with the United States. These agreements increase planning security by providing a framework for international trade....

This study examines whether the integration of Environmental, Social, and Governance (ESG) factors enhances the accuracy of financial forecasts. Using a dataset of 2548 publicly listed companies from 98 countries, we evaluate a range of machine learning models-from ARIMA to XGBoost-by comparing...

Trade tariffs and related uncertainty contributed to strong fluctuations in economic activity during the first half of 2025, with frontloading of activity, especially in Ireland. The unwinding of these factors in the second half of the year is expected to entail further volatility, blurring...

This paper introduces the European Central Bank's Multi Country model (ECB-MC), a coherent macroeconomic framework designed to support economic forecasting and policy analysis within the Eurosystem. The ECB-MC captures the economic dynamics of the five major economies in the euro area - Germany,...

Trade tariffs and related uncertainty contributed to strong fluctuations in economic activity during the first half of 2025, with frontloading of activity, especially in Ireland. The unwinding of these factors in the second half of the year is expected to entail further volatility, blurring...

We propose a methodology for constructing confidence intervals for macroeconomic forecasts that directly incorporate quantitative measures of uncertainty – such as survey-based indicators, stock market volatility, and policy uncertainty. By allowing the width of confidence intervals to vary...

This paper describes a Growth-at-Risk (GaR) model of the Bundesbank for Germany. This model takes the form of a quantile regression that quantifies downside risk to German GDP growth associated with financial developments. A systematic comparison of diverse model specifications is performed to...

Growth is projected to rise in the Middle East and North Africa in 2025 and 2026, but at a slower pace than anticipated in the October 2024 REO. Across the region, rising trade tensions and policy uncertainty are adding to the impact of conflicts and extended oil production cuts to weaken growth...

A hard-won recovery in sub-Saharan Africa has been overtaken by recent events. The sudden shift in the global outlook has clouded the region's short-term prospects and significantly compli¬cated policy making. After four years of crisis, sub-Saharan Africa's authorities had already faced a...

This paper customizes to the Tongan economy a macroeconomic model for medium-term quarterly projections of key macro variables (QPM): output, inflation, interest rate, and exchange rate. The model is calibrated to embody the specific attributes of the Tongan economy such as the persistence of...

Economic expectations play a central role in financial markets, yet investors often disagree about the economy's future. This disagreement has long been viewed as a potential driver of asset prices, but it remains unclear whether it reflects mispricing or a priced source of risk. We address this...