Jushan Bai () (Department of Economics, New York University, Newe York, New York 10003 USA, and School of Economics and Management, Tsinghua University) Chihwa Kao () (Center for Policy Research, Maxwell School, Syracuse University, Syracuse, NY 13244-1020) Serena Ng () (Department of Economics, University of Michigan, Ann Arbor, MI 48109, USA)
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This paper studies estimation of panel cointegration models with cross-sectional dependence generated by unobserved global stochastic trends. The standard least squares estimator is, in general, inconsistent owing to the spuriousness induced by the unobservabla I(1) trends. We propose two iterative procedures that jointly estimate the slope parameters and the stochastic trends. The resulting estimators are referred to respectively as CupBC (continuously updated and bias-corrected) and the CupFM (continuously updated and fully modified) estimators. We establish their consistency and derive their limiting distributions. Both are asymptotically unbiased and asymptotically normal and permit inference to be conducted using standard test statistics. The estimates are also valid when there are mixed stationary and non-stationary factors, as well as when the factors are all stationary.
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Find related papers by JEL classification: C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data
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Anindya Banerjee & Massimiliano Marcellino, .
"Factor-augmented Error Correction Models,"
Working Papers
335, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
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