How Useful are Estimated DSGE Model Forecasts?

68 Pages Posted: 18 Apr 2011

See all articles by Rochelle M. Edge

Rochelle M. Edge

Board of Governors of the Federal Reserve System

Refet S. Gürkaynak

Bilkent University - Department of Economics

Date Written: January 18, 2011

Abstract

DSGE models are a prominent tool for forecasting at central banks and the competitive forecasting performance of these models relative to alternatives-including official forecasts has been documented. When evaluating DSGE models on an absolute basis, however, we find that the benchmark estimated medium scale DSGE model forecasts inflation and GDP growth very poorly, although statistical and judgmental forecasts forecast as poorly. Our finding is the DSGE model analogue of the literature documenting the recent poor performance of macroeconomic forecasts relative to simple naive forecasts since the onset of the Great Moderation. While this finding is broadly consistent with the DSGE model we employee, the model itself implies that under strong monetary policy especially inflation deviations should be unpredictable a "wrong" model may also have the same implication. We therefore argue that forecasting ability during the Great Moderation is not a good metric to judge the usefulness of model forecasts.

Keywords: DSGE Model Forecast, Forecast Comparison, Great Moderation

JEL Classification: C52, C53, C54, E47

Suggested Citation

Edge, Rochelle M. and Gürkaynak, Refet S., How Useful are Estimated DSGE Model Forecasts? (January 18, 2011). Available at SSRN: https://ssrn.com/abstract=1810075 or http://dx.doi.org/10.2139/ssrn.1810075

Rochelle M. Edge (Contact Author)

Board of Governors of the Federal Reserve System ( email )

20th Street and Constitution Avenue NW
Washington, DC 20551
United States
(202) 452 2339 (Phone)
(202) 736-5638 (Fax)

Refet S. Gürkaynak

Bilkent University - Department of Economics ( email )

06533 Ankara
Turkey

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