Should Macroeconomic Forecasters Use Daily Financial Data and How?

被引:195
作者
Andreou, Elena [1 ]
Ghysels, Eric [2 ,3 ]
Kourtellos, Andros [1 ]
机构
[1] Univ Cyprus, Dept Econ, CY-1678 Nicosia, Cyprus
[2] Univ N Carolina, Dept Econ, Chapel Hill, NC 27599 USA
[3] Kenan Flagler Business Sch, Dept Finance, Chapel Hill, NC 27599 USA
基金
欧洲研究理事会;
关键词
Daily financial factors; Financial markets and the macroeconomy; MIDAS regressions; DYNAMIC-FACTOR MODEL; OUTPUT GROWTH; INFLATION; GDP; COINCIDENT; NUMBER;
D O I
10.1080/07350015.2013.767199
中图分类号
F [经济];
学科分类号
02 ;
摘要
We introduce easy-to-implement, regression-based methods for predicting quarterly real economic activity that use daily financial data and rely on forecast combinations of mixed data sampling (MIDAS) regressions. We also extract a novel small set of daily financial factors from a large panel of about 1000 daily financial assets. Our analysis is designed to elucidate the value of daily financial information and provide real-time forecast updates of the current (nowcasting) and future quarters of real GDP growth.
引用
收藏
页码:240 / 251
页数:12
相关论文
共 47 条
  • [1] Persistence in forecasting performance and conditional combination strategies
    Aiolfi, Marco
    Timmermann, Allan
    [J]. JOURNAL OF ECONOMETRICS, 2006, 135 (1-2) : 31 - 53
  • [2] Andreou E., 2012, INTERNET APPENDIX SH
  • [3] Andreou E., 2011, OXFORD HDB EC FORECA
  • [4] [Anonymous], [No title captured]
  • [5] [Anonymous], 2006, Handbook of Economic Forecasting
  • [6] Armesto MT, 2010, FED RESERVE BANK ST, V92, P521
  • [7] Measuring the Information Content of the Beige Book: A Mixed Data Sampling Approach
    Armesto, Michelle T.
    Hernandez-Murillo, Ruben
    Owyang, Michael T.
    Piger, Jeremy
    [J]. JOURNAL OF MONEY CREDIT AND BANKING, 2009, 41 (01) : 35 - 55
  • [8] Real-Time Measurement of Business Conditions
    Aruoba, S. Boragan
    Diebold, Francis X.
    Scotti, Chiara
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2009, 27 (04) : 417 - 427
  • [9] Inferential theory for factor models of large dimensions.
    Bai, J
    [J]. ECONOMETRICA, 2003, 71 (01) : 135 - 171
  • [10] Bai J., 2010, ECONOMETRIC IN PRESS