Tractable Bayesian estimation of smooth transition vector autoregressive models

Martin Bruns, Michele Piffer

Research output: Contribution to journalArticlepeer-review

Abstract

We develop a tractable way of estimating the parameters ruling the nonlinearity in the popular Smooth Transition VAR model, and identify structural shocks using external instruments. This jointly offers an alternative to the option of identifying shocks recursively and calibrating key parameters. In an illustration, we show that monetary policy shocks generate larger effects on economic activity during economic expansions compared to economic recessions. We then document that calibrating rather than estimating the parameters ruling the nonlinearity of the model can lead to values for which the key results are lost. This suggests caution in the calibration of these parameters.
Original languageEnglish
Pages (from-to)343–361
Number of pages19
JournalThe Econometrics Journal
Volume27
Issue number3
Early online date16 May 2024
DOIs
Publication statusPublished - Sep 2024

Keywords

  • Bayesian econometrics
  • Nonlinear models
  • monetary policy shocks
  • proxy SVARs

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