Nowcasting German GDP: Foreign factors, financial markets, and model averaging

被引:9
作者
Andreini, Paolo [1 ]
Hasenzagl, Thomas [2 ,3 ]
Reichlin, Lucrezia [4 ,5 ]
Senftleben-Koenig, Charlotte [6 ]
Strohsal, Till [7 ,8 ]
机构
[1] RavenPack Int SL, Marbella, Spain
[2] Univ Minnesota, Minneapolis, MN USA
[3] Fed Reserve Bank Minneapolis, Minneapolis, MN USA
[4] London Business Sch, London, England
[5] Now Casting Econ, London, England
[6] German Fed Minist Econ Affairs & Climate Act, Berlin, Germany
[7] German Fed Chancellery, Berlin, Germany
[8] Free Univ Berlin, Dept Econ, Berlin, Germany
关键词
Nowcasting; Dynamic Factor Model; News index; German national accounts; State space models; Multivariate time series; Macroeconomic forecasting; FORECASTS;
D O I
10.1016/j.ijforecast.2021.11.009
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper develops a nowcasting model for the German economy. The model out-performs 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.(c) 2021 International Institute of Forecasters. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:298 / 313
页数:16
相关论文
共 32 条
[1]   Uncertain Kingdom: Nowcasting Gross Domestic Product and its revisions [J].
Anesti, Nikoleta ;
Galvao, Ana Beatriz ;
Miranda-Agrippino, Silvia .
JOURNAL OF APPLIED ECONOMETRICS, 2022, 37 (01) :42-62
[2]   Short-term forecasts of euro area GDP growth [J].
Angelini, Elena ;
Camba-Mendez, Gonzalo ;
Giannone, Domenico ;
Reichlin, Lucrezia ;
Ruenstler, Gerhard .
ECONOMETRICS JOURNAL, 2011, 14 (01) :C25-C44
[3]  
Antolin-Diaz J., 2021, ADV NOWCASTING EC AC
[4]  
Banbura M., 2011, The Oxford Handbook on Economic Forecasting, P63
[5]  
Banbura M, 2013, HBK ECON, P195, DOI 10.1016/B978-0-444-53683-9.00004-9
[6]   MAXIMUM LIKELIHOOD ESTIMATION OF FACTOR MODELS ON DATASETS WITH ARBITRARY PATTERN OF MISSING DATA [J].
Banbura, Marta ;
Modugno, Michele .
JOURNAL OF APPLIED ECONOMETRICS, 2014, 29 (01) :133-160
[7]  
Barigozzi M., 2020, ECARES WORKING PAPER
[8]   Nowcasting Indian GDP [J].
Bragoli, Daniela ;
Fosten, Jack .
OXFORD BULLETIN OF ECONOMICS AND STATISTICS, 2018, 80 (02) :259-282
[9]   A now-casting model for Canada: Do US variables matter? [J].
Bragoli, Daniela ;
Modugno, Michele .
INTERNATIONAL JOURNAL OF FORECASTING, 2017, 33 (04) :786-800
[10]   Now-casting the Japanese economy [J].
Bragoli, Daniela .
INTERNATIONAL JOURNAL OF FORECASTING, 2017, 33 (02) :390-402