A TEST FOR AUTOCORRELATION IN DYNAMIC PANEL DATA MODELS

  • Jung, Ho-Sung (Department of Economics, Hitotsubashi University)
  • Published : 2005.12.01

Abstract

This paper presents an autocorrelation test that is applicable to dynamic panel data models with serially correlated errors. The residual-based GMM t-test is a significance test that is applied after estimating a dynamic model by using the instrumental variable (IV) method and is directly applicable to any other consistently estimated residuals. Monte Carlo simulations show that the t-test has considerably more power than the $m_2$ test or the Sargan test under both forms of serial correlation (i.e., AR(1) and MA(1)).

Keywords

References

  1. ANDERSON, T.W. AND C. HSIAO (1981). 'Estimation of dynamic models with error components', Journal of the American Statistical Association, 76, 598-606 https://doi.org/10.2307/2287517
  2. ANDERSON, T.W. AND C. HSIAO (1982). 'Formulation and estimation of dynamic models using panel data', Journal of Econometrics, 18, 47-82 https://doi.org/10.1016/0304-4076(82)90095-1
  3. ARELLANO, M. AND S. BOND (1991). 'Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations', Review of Economic Studies, 58, 277-297 https://doi.org/10.2307/2297968
  4. ARELLANO, M. AND O. BOVER (1995). 'Another look at the instrumental variable estimation of error-components models', Journal of Econometrics, 68, 29-52 https://doi.org/10.1016/0304-4076(94)01642-D
  5. BALTAGI, B.H. AND Q. LI (1995). 'Testing AR(1) against MA(1) disturbances in an errorcomponent model', Journal of Econometrics, 48, 385-393 https://doi.org/10.1016/0304-4076(91)90070-T
  6. BOWSHER, G. (2002). 'On testing overidentifying restrictions in dynamic panel data models', Economics Letters, 77, 211-220 https://doi.org/10.1016/S0165-1765(02)00130-1
  7. NERLOVE, M. (1971a). 'Further evidence on the estimation of dynamic economic relations from a time series of cross sections', Econometrica, 39, 359-382 https://doi.org/10.2307/1913350
  8. SEVESTRE, P. AND A. TRONOGON (1985). 'A note on autoregressive error-component models', Journal of Econometrics, 28, 115-143