Econometric Society 57th European Meeting
25th August 2002 - 28th August 2002, Venice, Italy

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A COMPUTATIONALLY PRACTICAL SIMULATION ESTIMATOR FOR DYNAMIC PANEL DATA MODELS WITH UNOBSERVED ENDOGENOUS STATE VARIABLES


Category: Econometrics
DYNAMIC PANEL DATA
Monday 26th August 2002, 14:30 - 16:00, Room: 5.9
Session Chair(s): Hugo Kruiniger, Queen Mary, University of London, UNITED KINGDOM

Presenter(s): Sauer, Robert

Co-Author(s): Keane, Michael

Keyword(s): Classification Error, Dynamic Probit Models, Initial Conditions Problem, Panel Data Models

JEL(s): C13, C15

Abstract:

This paper assesses the performance of a new simulated maximum likelihood (SML) estimator that is particularly useful for estimating dynamic panel data models with unobserved endogenous state variables. The performance of the estimator is assessed via repeated sampling experiments on a panel data probit model with a time-varying exogenous covariate, lagged endogenous variables and serially correlated errors. The results of a series of a series of experiments that allow for state-dependence, individual random effects and AR(1) serially correlated errors show that the new SML estimator has good small sample properties and is computationally tractable for use with panels of the size that are likely to be encountered in practice.


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Paper Reference Number: 720

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57th European Meeting
25th August 2002 - 28th August 2002, Venice, Italy

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