The Role of Financial Variables in predicting economic activity
Article first published online: 14 FEB 2011
Copyright © 2011 John Wiley & Sons, Ltd.
Journal of Forecasting
Volume 31, Issue 1, pages 15–46, January 2012
How to Cite
Espinoza, R., Fornari, F. and Lombardi, M. J. (2012), The Role of Financial Variables in predicting economic activity. J. Forecast., 31: 15–46. doi: 10.1002/for.1212
- Issue published online: 25 DEC 2011
- Article first published online: 14 FEB 2011
- financial variables;
- international linkages;
- conditional forecast
Previous research found that the US business cycle leads the European one by a few quarters, and can therefore be useful in predicting euro area gross domestic product (GDP). In this paper we investigate whether additional predictive power can be gained by adding selected financial variables belonging to either the USA or the euro area. We use vector autoregressions (VARs) that include the US and euro area GDPs as well as growth in the Rest of the World and selected combinations of financial variables. Out-of-sample root mean square forecast errors (RMSEs) evidence that adding financial variables produces a slightly smaller error in forecasting US economic activity. This weak macro-financial linkage is even weaker in the euro area, where financial indicators do not improve short- and medium-term GDP forecasts even when their timely availability relative to GDP is exploited. It can be conjectured that neither US nor European financial variables help predict euro area GDP as the US GDP has already embodied this information. However, we show that the finding that financial variables have no predictive power for future activity in the euro area relates to the unconditional nature of the RMSE metric. When forecasting ability is assessed as if in real time (i.e. conditionally on the information available at the time when forecasts are made), we find that models using financial variables would have been preferred in several episodes and in particular between 1999 and 2002. Copyright 2011 John Wiley & Sons, Ltd.