Forecasting Performance of an Open Economy Dynamic Stochastic General Equilibrium Model
Abstract
This paper analyzes the forecasting performance of an open economy DSGE model, estimated with Bayesian methods, for the Euro area during 1994Q1-2002Q4. We compare the DSGE model and a few variants of this model to various reduced form forecasting models such as vector autoregressions (VAR) and vector error correction models (VECM), estimated both by maximum likelihood and two different Bayesian approaches, and traditional benchmark models, e.g. the random walk. The accuracy of point forecasts, interval forecasts and the predictive distribution as a whole are assessed in an out-of-sample rolling event evaluation using several univariate and multivariate measures. The results show that the open economy DSGE model compares well with more empirical models and thus that the tension between rigor and fit in older generations of DSGE models is no longer present. We also critically examine the role of Bayesian model probabilities and other frequently used low-dimensional summaries, e.g. the log determinant statistic, as measures of overall forecasting performance.Download Info
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Paper provided by Sveriges Riksbank (Central Bank of Sweden) in its series Working Paper Series with number 190.Length: 39 pages
Date of creation: 01 Sep 2005
Date of revision: 01 Jun 2006
Handle: RePEc:hhs:rbnkwp:0190
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Related research
Keywords: Bayesian inference; Forecasting; Open economy DSGE model; Vector autoregressive models;Other versions of this item:
- Mattias Villani & Malin Adolfson & Jesper Linde, 2005. "Forecasting Performance of an Open Economy Dynamic Stochastic General Equilibrium Model," Money Macro and Finance (MMF) Research Group Conference 2005 32, Money Macro and Finance Research Group.
- C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
- C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models
- E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
- E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
This paper has been announced in the following NEP Reports:
- NEP-ALL-2005-10-15 (All new papers)
- NEP-DGE-2005-10-15 (Dynamic General Equilibrium)
- NEP-ECM-2005-10-15 (Econometrics)
- NEP-FOR-2005-10-15 (Forecasting)
- NEP-MAC-2005-10-15 (Macroeconomics)
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Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
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