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Further results on the estimation of dynamic panel logit models with fixed effects

Hugo Kruiniger

arXiv 7 Oct 2020 · Econometrics · 3 citations (OpenAlex)

arXiv:2010.03382 · PDF · DOI · OpenAlex · Extracted main text

Abstract

Kitazawa (2013, 2016) showed that the common parameters in the panel logit AR(1) model with strictly exogenous covariates and fixed effects are estimable at the root-n rate using the Generalized Method of Moments. Honor\'e and Weidner (2020) extended his results in various directions: they found additional moment conditions for the logit AR(1) model and also considered estimation of logit AR(p) models with p>1. In this note we prove a conjecture in their paper and show that for given values of the initial condition, the covariates and the common parameters 2^{T}-2T of their moment functions for the logit AR(1) model are linearly independent and span the set of valid moment functions, which is a 2^{T}-2T-dimensional linear subspace of the 2^{T}-dimensional vector space of real valued functions over the outcomes y element of {0,1}^{T}. We also prove that when p=2 and T element of {3,4,5}, there are, respectively, 2^{T}-4(T-1) and 2^{T}-(3T-2) linearly independent moment functions for the panel logit AR(2) models with and without covariates.

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Cited by, within the corpus

arXiv econ.EM papers that cite this one, ranked by how heavily they lean on it.

Citing paperIntensityMentionsSections
1Dynamic Ordered Panel Logit Models0.51121
2Moment Conditions for Dynamic Panel Logit Models with Fixed Effects0.40511
3Binary choice logit models with general fixed effects for panel and network data0.40511
4Linear estimations of dynamic fixed effects logit models only with time effects0.40511