A now-casting model for Canada: Do US variables matter?

被引:9
作者
Bragoli, Daniela [1 ]
Modugno, Michele [2 ]
机构
[1] Univ Cattolica Sacro Cuore, Via Necchi 9, I-20123 Milan, Italy
[2] Fed Reserve Board, Washington, DC 20551 USA
关键词
Now-casting; Updating; Dynamic factor model; DYNAMIC FACTOR MODELS; GDP; INFLATION; GROWTH;
D O I
10.1016/j.ijforecast.2017.03.002
中图分类号
F [经济];
学科分类号
02 ;
摘要
We propose a dynamic factor model for now-casting the growth rate of the quarterly real Canadian gross domestic product. We select a set of variables that are monitored by market participants, track their release calendar, and use vintages of real-time data to reproduce the information sets that were available at the time when the forecasts would have been made. The accuracy of the forecasts produced by the model is comparable to those of the forecasts made by the market participants and institutional forecasters. We show that including U.S. data in a now-casting model for Canada improves its predictive accuracy dramatically, mainly because of the absence of timely production data for Canada. Moreover, Statistics Canada produces a monthly real GDP measure along with the quarterly one, and we show how the state space representation of our model can be modified to link the monthly GDP properly with its quarterly counterpart. Published by Elsevier B.V. on behalf of International Institute of Forecasters.
引用
收藏
页码:786 / 800
页数:15
相关论文
共 47 条
[1]   Nowcasting norwegian GDP: the role of asset prices in a small open economy [J].
Aastveit, Knut Are ;
Trovik, Torres .
EMPIRICAL ECONOMICS, 2012, 42 (01) :95-119
[2]   Do macro variables, asset markets, or surveys forecast inflation better? [J].
Ang, Andrew ;
Bekaert, Geert ;
Wei, Min .
JOURNAL OF MONETARY ECONOMICS, 2007, 54 (04) :1163-1212
[3]  
Angelini E., 2010, OECD J J BUSINESS CY, V2010, P7
[4]   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
[5]  
[Anonymous], 1977, NEW METHODS BUS CYCL
[6]  
[Anonymous], 2015, FINANCE EC DISCUSSIO, DOI DOI 10.17016/FEDS.2015.066
[7]  
[Anonymous], [No title captured]
[8]  
[Anonymous], J BUSINESS EC STAT
[9]  
Arnostová K, 2011, FINANC UVER, V61, P566
[10]   Determining the number of factors in approximate factor models [J].
Bai, JS ;
Ng, S .
ECONOMETRICA, 2002, 70 (01) :191-221