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Nowcasting German GDP: Foreign factors,financial markets,and model averaging
Abstract:This paper develops a nowcasting model for the German economy. The model outperforms a number of alternatives and produces forecasts not only for GDP but also for other key variables. We show that the inclusion of a foreign factor improves the model’s performance, while financial variables do not. Additionally, a comprehensive model averaging exercise reveals that factor extraction in a single model delivers slightly better results than averaging across models. Finally, we estimate a “news” index for the German economy in order to assess the overall performance of the model beyond forecast errors in GDP. The index is constructed as a weighted average of the nowcast errors related to each variable included in the model.
Keywords:Nowcasting  Dynamic Factor Model  News index  German national accounts  State space models  Multivariate time series  Macroeconomic forecasting
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