TY - UNPB
T1 - A Nowcasting Model for Canada: Do U.S. Variables Matter?
AU - Bragoli, Daniela
AU - Modugno, Michele
PY - 2016
Y1 - 2016
N2 - We propose a dynamic factor model for nowcasting the growth rate of quarterly real Canadian gross domestic product. We show that the proposed model produces more accurate nowcasts than those produced by institutional forecasters, like the Bank of Canada, the The Organisation for Economic Co-operation and Development (OECD), and the survey collected by Bloomberg, which reflects the median forecast of market participants. We show that including U.S. data in a nowcasting model for Canada dramatically improves its predictive accuracy, 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 to modify the state space representation of our model to properly link the monthly GDP with its quarterly counterpart.
AB - We propose a dynamic factor model for nowcasting the growth rate of quarterly real Canadian gross domestic product. We show that the proposed model produces more accurate nowcasts than those produced by institutional forecasters, like the Bank of Canada, the The Organisation for Economic Co-operation and Development (OECD), and the survey collected by Bloomberg, which reflects the median forecast of market participants. We show that including U.S. data in a nowcasting model for Canada dramatically improves its predictive accuracy, 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 to modify the state space representation of our model to properly link the monthly GDP with its quarterly counterpart.
KW - dynamic factor model
KW - nowcasting
KW - updating
KW - dynamic factor model
KW - nowcasting
KW - updating
UR - http://hdl.handle.net/10807/77843
UR - http://dx.doi.org/10.17016/feds.2016.036.
M3 - Working paper
BT - A Nowcasting Model for Canada: Do U.S. Variables Matter?
PB - Washington: Board of Governors of the Federal Reserve System
ER -