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Back to square one: identification issues in DSGE models

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  • Canova, Fabio
  • Sala, Luca

Abstract

We investigate identifiability issues in DSGE models and their consequences for parameter estimation and model evaluation when the objective function measures the distance between estimated and model impulse responses. We show that observational equivalence, partial and weak identification problems are widespread, that they lead to biased estimates, unreliable t-statistics and may induce investigators to select false models. We examine whether different objective functions affect identification and study how small samples interact with parameters and shock identification. We provide diagnostics and tests to detect identification failures and apply them to a state-of-the-art model. JEL Classification: C13, C51, C52, E32

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Bibliographic Info

Paper provided by European Central Bank in its series Working Paper Series with number 0583.

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Date of creation: Jan 2006
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Handle: RePEc:ecb:ecbwps:20060583

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Keywords: DSGE Models; Identification;

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