Internationalisation
Internationalisation The Leibniz Institute for Economic Research Halle (IWH) is responsible for economic research and economic policy advice on a scientific basis. The institute…
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Konjunktur aktuell: Zeitenwende für die deutsche Wirtschaft?
Konjunktur aktuell,
No. 1,
2025
Abstract
Die Ankündigungen und Entscheidungen der neuen US-Regierung um den Russland-Ukraine-Konflikt und die Zollpolitik haben weltweit zu hoher Unsicherheit geführt. Im Euroraum bleibt die Konjunktur schwach. Auch die deutsche Konjunktur ist weiter im Abschwung. Das Bruttoinlandsprodukt dürfte im Jahr 2025 um 0,1% und im Jahr darauf um 1,3% zunehmen.
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International Banking Library
International Banking Library The International Banking Library (IBL) is a web-based platform for the exchange of research on cross-border banking. It provides access to data…
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Assumption Errors and Forecast Accuracy: A Partial Linear Instrumental Variable and Double Machine Learning Approach
Katja Heinisch, Fabio Scaramella, Christoph Schult
IWH Discussion Papers,
No. 6,
2025
Abstract
Accurate macroeconomic forecasts are essential for effective policy decisions, yet their precision depends on the accuracy of the underlying assumptions. This paper examines the extent to which assumption errors affect forecast accuracy, introducing the average squared assumption error (ASAE) as a valid instrument to address endogeneity. Using double/debiased machine learning (DML) techniques and partial linear instrumental variable (PLIV) models, we analyze GDP growth forecasts for Germany, conditioning on key exogenous variables such as oil price, exchange rate, and world trade. We find that traditional ordinary least squares (OLS) techniques systematically underestimate the influence of assumption errors, particularly with respect to world trade, while DML effectively mitigates endogeneity, reduces multicollinearity, and captures nonlinearities in the data. However, the effect of oil price assumption errors on GDP forecast errors remains ambiguous. These results underscore the importance of advanced econometric tools to improve the evaluation of macroeconomic forecasts.
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CompNet Database
The CompNet Competitiveness Database The Competitiveness Research Network (CompNet) is a forum for high level research and policy analysis in the areas of competitiveness and…
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Research Data Centre
Research Data Centre (IWH-RDC) Direct link to our Data Offer The IWH Research Data Centre offers external researchers access to microdata and micro-aggregated data sets that…
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