D'Agostino, Antonello and McQuinn, Kieran and O'Brien, Derry (2011): Nowcasting Irish GDP.
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Abstract
In this paper we present a dynamic factor model that produces nowcasts and backcasts of Irish quarterly GDP using timely data from a panel dataset of 35 indicators. We apply a recently developed methodology, whereby numerous potentially useful indicator series for Irish GDP can be availed of in a parsimonious manner and the unsynchronized nature of the release calendar for a wide range of higher frequency indicators can be handled. The nowcasts in this paper are generated by using dynamic factor analysis to extract common factors from the panel dataset. Bridge equations are then used to relate these factors to quarterly GDP estimates. We conduct an out-of-sample forecasting simulation exercise, where the performance of the factor model is compared with that of a standard benchmark model.
Item Type: | MPRA Paper |
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Original Title: | Nowcasting Irish GDP |
Language: | English |
Keywords: | GDP, Forecasting, Factors |
Subjects: | C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C53 - Forecasting and Prediction Methods ; Simulation Methods E - Macroeconomics and Monetary Economics > E5 - Monetary Policy, Central Banking, and the Supply of Money and Credit > E52 - Monetary Policy C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C33 - Panel Data Models ; Spatio-temporal Models |
Item ID: | 32941 |
Depositing User: | Antonello D'Agostino |
Date Deposited: | 22 Aug 2011 12:29 |
Last Modified: | 03 Oct 2019 22:33 |
References: | Aastveit, K. and T. G. Trovik (2007). Nowcasting Norweigen GDP: The role of asset prices in a small open economy, Norweigen Central Bank Working Paper 2007/9. Angelini E., Camba-Mndez G, Giannone D, Rnstler G and ReichlinL., 2008. ”Shortterm forecasts of euro area GDP growth,” Working Paper Series 949, European Central Bank. Banbura M., Giannone D. and L. Reichlin, 2010, ”Nowcasting”, chapter in Clements and Hendry, editors, Oxford Handbook on Economic Forecasting Giannone, D., L. Reichlin and D. Small (2008). “Nowcasting: The real-time informational content of macroeconomic data,” in Journal of Monetary Economics, Vol. 55(4), 665-676, May. Liebermann, J. (2011). Real-time nowcasting of GDP: Factor model versus professional forecasters, Central Bank of Ireland Research Technical Paper 03/RT/11. Matheson, Troy D., 2010. ”An analysis of the informational content of New Zealand data releases: The importance of business opinion surveys,” Economic Modelling, Elsevier, vol. 27(1), pages 304-314, January. Siliverstovs B and K. A. Kholodilin, 2010. ”Assessing the Real-Time Informational Content of Macroeconomic Data Releases for Now-/Forecasting GDP: Evidence for Switzerland,” Discussion Papers of DIW Berlin 970, DIW Berlin, German Institute for Economic Research. Stock, J.H. and M. Watson (2002a). “Forecasting using principal components from a large number of predictors,” Journal of the American Statistical Association, 97(460), 147-162. Stock, J.H. and M. Watson (2002b). “Macroeconomic forecasting using diffusion indexes,” Journal of Business and Economic Statistics, 20(2), 147-162. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/32941 |