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On the robustness of fixed effects and related estimators in correlated random coefficient panel data models

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Jeffrey M. Wooldridge

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Abstract

I show that a class of fixed effects estimators is reasonably robust for estimating the population-averaged slope coefficients in panel data models with individual-specific slopes, where the slopes are allowed to be correlated with the covariates. In addition to including the usual fixed effects estimator, the results apply to estimators that eliminate individual-specific trends. Further, asymptotic variance matrices are straightforward to estimate. I apply the results, and propose alternative estimators, to estimation of average treatment in a general class of unobserved effects models.

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Paper provided by Centre for Microdata Methods and Practice, Institute for Fiscal Studies in its series CeMMAP working papers with number CWP04/04.

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Length: 22 pp.
Date of creation: Jun 2004
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Handle: RePEc:ifs:cemmap:04/04

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References listed on IDEAS
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. Hoxby, Caroline Minter, 1996. "How Teachers' Unions Affect Education Production," The Quarterly Journal of Economics, MIT Press, vol. 111(3), pages 671-718, August. [Downloadable!] (restricted)
  2. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January. [Downloadable!] (restricted)
  3. Leslie E. Papke, 1994. "Tax Policy and Urban Development: Evidence From The Indiana Enterprise Zone Program," NBER Working Papers 3945, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  4. Chamberlain, Gary, 1980. "Analysis of Covariance with Qualitative Data," Review of Economic Studies, Blackwell Publishing, vol. 47(1), pages 225-38, January. [Downloadable!] (restricted)
  5. Hahn, Jinyong, 2001. "Comment: Binary Regressors in Nonlinear Panel-Data Models with Fixed Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 16-17, January.
  6. Chamberlain, Gary, 1984. "Panel data," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 22, pages 1247-1318 Elsevier. [Downloadable!] (restricted)
  7. James J. Heckman, 1989. "Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training," NBER Working Papers 2861, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  1. José Ignacio García Pérez & Yolanda Rebollo Sanz, 2005. "The use of permanent and temporary jobs across Spanish regions: Do unit labour cost differentials offer an explanation?," Economic Working Papers at Centro de Estudios Andaluces E2005/16, Centro de Estudios Andaluces. [Downloadable!]
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