Nowcasting Chinese GDP: information content of economic and financial data

被引:15
|
作者
Yiu, Matthew S. [1 ]
Chow, Kenneth K. [2 ]
机构
[1] Hong Kong Monetary Author, Hong Kong, Hong Kong, Peoples R China
[2] Hong Kong Inst Monetary Res, Hong Kong, Hong Kong, Peoples R China
关键词
large data set; pseudo real-time estimates; factor model; Kalman filtering; nowcasting; information content;
D O I
10.1080/17538963.2010.562028
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article applies the factor model proposed by Giannone, Reichlin, and Small (2005) on a large data set to nowcast (i.e. current-quarter forecast) the annual growth rate of China's quarterly GDP. The data set contains 189 indicator series of several categories, such as prices, industrial production, fixed asset investment, external sector, money market, and financial market. This article also applies Bai and Ng's criteria (2002) to determine the number of common factors in the factor model. The identified model generates out-of-sample nowcasts for China's GDP with smaller mean-squared forecast errors than those of the random walk benchmark. Moreover, using the factor model, we find that interest rate data is the single most important block of information to improve estimates of current-quarter GDP in China. Other important blocks are consumer and retail prices data and fixed asset investment indicators.
引用
收藏
页码:223 / 240
页数:18
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