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Nearly Unbiased Estimation in Dynamic Panel Data Models with Exogenous Variables

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Author Info
Martin A. Carree () (Department of General Economics, Faculty of Economics, Erasmus University Rotterdam, and Maastricht University)

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Abstract

This paper introduces a new estimator for the fixed effects dynamic panel data model with exogenous variables. This estimator does not share some of the drawbacks of recently developed IV and GMM estimators and has a good performance even in small samples. The nearly unbiased estimator is derived as a bias correction of the within estimator (least squares dummy variable estimator). The estimator is applied to a model of unemployment dynamics at the U.S. state level for the 1991-2000 period.

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Paper provided by Tinbergen Institute in its series Tinbergen Institute Discussion Papers with number 02-007/2.

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Date of creation: 06 Feb 2002
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Handle: RePEc:dgr:uvatin:20020007

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Related research
Keywords: panel data; fixed effects; nearly unbiased estimation;

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Find related papers by JEL classification:
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Kitazawa, Yoshitsugu, 2001. "Exponential regression of dynamic panel data models," Economics Letters, Elsevier, vol. 73(1), pages 7-13, October. [Downloadable!] (restricted)
  2. Arellano, Manuel & Bond, Stephen, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Blackwell Publishing, vol. 58(2), pages 277-97, April. [Downloadable!] (restricted)
  3. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October. [Downloadable!] (restricted)
  4. Hahn, Jinyong, 1999. "How informative is the initial condition in the dynamic panel model with fixed effects?," Journal of Econometrics, Elsevier, vol. 93(2), pages 309-326, December. [Downloadable!] (restricted)
  5. Ziliak, James P, 1997. "Efficient Estimation with Panel Data When Instruments Are Predetermined: An Empirical Comparison of Moment-Condition Estimators," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(4), pages 419-31, October.
  6. Badi H. Baltagi & James M. Griffin & Weiwen Xiong, 2000. "To Pool Or Not To Pool: Homogeneous Versus Hetergeneous Estimations Applied to Cigarette Demand," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 117-126, February. [Downloadable!] (restricted)
  7. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August. [Downloadable!] (restricted)
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  8. MacKinnon, James G. & Smith Jr., Anthony A., 1998. "Approximate bias correction in econometrics," Journal of Econometrics, Elsevier, vol. 85(2), pages 205-230, August. [Downloadable!] (restricted)
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  9. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November. [Downloadable!] (restricted)
  10. Ahn, Seung C. & Schmidt, Peter, 1995. "Efficient estimation of models for dynamic panel data," Journal of Econometrics, Elsevier, vol. 68(1), pages 5-27, July. [Downloadable!] (restricted)
  11. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January. [Downloadable!] (restricted)
  12. Anderson, T. W. & Hsiao, Cheng., 1980. "Estimation of Dynamic Models with Error Components," Working Papers 336, California Institute of Technology, Division of the Humanities and Social Sciences. [Downloadable!]
  13. Wansbeek, Tom & Bekker, Paul, 1996. "On IV, GMM and ML in a dynamic panel data model," Economics Letters, Elsevier, vol. 51(2), pages 145-152, May. [Downloadable!] (restricted)
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Cited by:
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  1. Mehari Mekonnen Akalu, 2002. "Measuring and Ranking Value Drivers," Tinbergen Institute Discussion Papers 02-043/2, Tinbergen Institute. [Downloadable!]
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