GMM Estimation of Empirical Growth Models

This Paper highlights a problem in using the first-differenced GMM panel data estimator to estimate cross-country growth regressions. When the time series are persistent, the first-differenced GMM estimator can be poorly behaved, since lagged levels of the series provide only weak instruments for subsequent first-differences. Revisiting the work of Caselli, Esquivel and Lefort (1996), we show that this problem may be serious in practice. We suggest using a more efficient GMM estimator that exploits stationarity restrictions and this approach is shown to give more reasonable results than first-differenced GMM in our estimation of an empirical growth model.

[1]  M. Pesaran,et al.  Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods , 2002 .

[2]  J. Benhabib,et al.  The Role of Financial Development in Growth and Investment , 2000 .

[3]  Stephen Bond,et al.  Estimation in dynamic panel data models: Improving on the performance of the standard GMM estimator , 2000 .

[4]  Kristin J. Forbes,et al.  A Reassessment of the Relationship between Inequality and Growth , 2000 .

[5]  Stephen Bond,et al.  GMM Estimation with persistent panel data: an application to production functions , 1999 .

[6]  T. Beck,et al.  Financial Intermediation and Growth: Causality and Causes , 1999 .

[7]  M. Nerlove Likelihood Inference for Dynamic Panel Models , 1999 .

[8]  M. Arellano,et al.  Symmetrically Normalized Instrumental-Variable Estimation Using Panel Data , 1999 .

[9]  Christophe Hurlin,et al.  Testing Convergence: A Panel Data Approach , 1999 .

[10]  C. I. Jones,et al.  Why Do Some Countries Produce so Much More Output Per Worker than Others? , 1998 .

[11]  Anke Hoeffler Econometric Studies of Growth, Convergence and Conflicts. , 1998 .

[12]  M. Nerlove Growth Rate Convergence, Fact or Artifact? An Essay on the Use and Misuse of Panel Data Econometrics , 1998 .

[13]  Marc Nerlove,et al.  Properties of Alternative Estimators of Dynamic Panel Models: An Empirical Analysis of Cross-Country Data for the Study of Economic Growth , 1997 .

[14]  Peter J. Klenow,et al.  The Neoclassical Revival in Growth Economics: Has It Gone Too Far? , 1997, NBER Macroeconomics Annual.

[15]  J. Benhabib,et al.  Cross-Country Growth Regressions , 1997 .

[16]  Kitack Lee,et al.  Growth and Convergence in a Multicountry Empirical Stochastic Solow Model , 1997 .

[17]  Francesco Caselli,et al.  Reopening the convergence debate: A new look at cross-country growth empirics , 1996 .

[18]  Norman V. Loayza,et al.  Has Latin America's Post-Reform Growth Been Disappointing? , 1996 .

[19]  R. Blundell,et al.  Initial Conditions and Moment Restrictions in Dynamic Panel Data Models , 1998 .

[20]  G. Imbens,et al.  Information Theoretic Approaches to Inference in Moment Condition Models , 1995 .

[21]  Peter Schmidt,et al.  Efficient estimation of models for dynamic panel data , 1995 .

[22]  M. Arellano,et al.  Another look at the instrumental variable estimation of error-components models , 1995 .

[23]  Jan F. Kiviet,et al.  On bias, inconsistency and efficiency of various estimators in dynamic panel data models , 1995 .

[24]  Zvi Griliches,et al.  Production Functions: The Search for Identification , 1995 .

[25]  J. Stock,et al.  Instrumental Variables Regression with Weak Instruments , 1994 .

[26]  Patrick Sevestre,et al.  The Econometrics of panel data : handbook of theory and applications , 1994 .

[27]  Patrick Sevestre,et al.  Linear Dynamic Models , 1992 .

[28]  M. Arellano,et al.  Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations , 1991 .

[29]  D. Weil,et al.  A Contribution to the Empirics of Economic Growth Author ( s ) : , 2008 .

[30]  W. Newey,et al.  Estimating vector autoregressions with panel data , 1988 .

[31]  Richard Startz,et al.  The Distribution of the Instrumental Variables Estimator and its T-Ratiowhen the Instrument is a Poor One , 1988 .

[32]  Richard Startz,et al.  Some Further Results on the Exact Small Sample Properties of the Instrumental Variable Estimator , 1988 .

[33]  R. Lucas On the Mechanics of Economic Development , 1988 .

[34]  M. Nerlove,et al.  Biases in dynamic models with fixed effects , 1988 .

[35]  C. Hsiao Analysis of Panel Data , 1989 .

[36]  P. Romer Increasing Returns and Long-Run Growth , 1986, Journal of Political Economy.

[37]  Alok Bhargava,et al.  Estimating Dynamic Random Effects Models from Panel Data Covering Short Time Periods , 1983 .