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2009 working papers
Identifying distributional characteristics in random coefficients panel data models

Authors: Manuel Arellano and Stéphane Bonhomme
Publication type: cemmap Working Papers, CWP22/09
Publication date: August 2009
doi: 10.1920/wp.cem.2009.2209

We study the identification of panel models with linear individual-specific coefficients, when T is fixed. We show identification of the variance of the effects under conditional uncorrelatedness. Identification requires restricted dependence of errors, reflecting a trade-off between heterogeneity and error dynamics. We show identification of the density of individual effects when errors follow an ARMA process under conditional independence. We discuss GMM estimation of moments of effects and errors, and introduce a simple density estimator of a slope effect in a special case. As an application we estimate the effect that a mother smokes during pregnancy on child's birth weight.


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