Predictive Accuracy of Impulse Responses Estimated Using Local Projections and Vector Autoregressions
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Universidad Torcuato Di Tella
Departamento de Economía
Departamento de Economía
Abstract
We examine the small-sample accuracy of impulse responses obtained using local projections
(LP) and vector autoregressive (VAR) models. In view of the fact that impulse
responses are differences between multistep predictors, we propose to assess the
relative performance of impulse-response estimators using tests for equal predictive
accuracy. In our Monte Carlo experiments, LP-based and VAR-based estimators are
found to be equally accurate in large samples under a mean squared error risk function.
VAR-based estimators tend to have an advantage over LP-based ones in small
and moderately sized samples, particularly at long horizons.
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Keywords
Econometría, Econometrics, Análisis de datos, Data Analysis