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Unit Roots, Cointegration, and Pretesting in Var Models☆The views expressed here are the authors and not necessarily those of the Federal Reserve Bank of Atlanta or the Federal Reserve System

In: VAR Models in Macroeconomics – New Developments and Applications: Essays in Honor of Christopher A. Sims

Author

Listed:
  • Nikolay Gospodinov
  • Ana María Herrera
  • Elena Pesavento

Abstract

This article investigates the robustness of impulse response estimators to near unit roots and near cointegration in vector autoregressive (VAR) models. We compare estimators based on VAR specifications determined by pretests for unit roots and cointegration as well as unrestricted VAR specifications in levels. Our main finding is that the impulse response estimators obtained from the levels specification tend to be most robust when the magnitude of the roots is not known. The pretest specification works well only when the restrictions imposed by the model are satisfied. Its performance deteriorates even for small deviations from the exact unit root for one or more model variables. We illustrate the practical relevance of our results through simulation examples and an empirical application.

Suggested Citation

  • Nikolay Gospodinov & Ana María Herrera & Elena Pesavento, 2013. "Unit Roots, Cointegration, and Pretesting in Var Models☆The views expressed here are the authors and not necessarily those of the Federal Reserve Bank of Atlanta or the Federal Reserve System," Advances in Econometrics, in: VAR Models in Macroeconomics – New Developments and Applications: Essays in Honor of Christopher A. Sims, volume 32, pages 81-115, Emerald Group Publishing Limited.
  • Handle: RePEc:eme:aecozz:s0731-9053(2013)0000031003
    DOI: 10.1108/S0731-9053(2013)0000031003
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    More about this item

    Keywords

    Impulse response functions; structural VAR; short/long-run identification; pretesting; unit roots; cointegration; C32; C51; E52;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy

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