[PDF][PDF] Asymptotics and bootstrap inference for panel quantile regression models with fixed effects

K Kato, AF Galvao… - Unpublished …, 2010 - math.sci.hiroshima-u.ac.jp
This paper studies panel quantile regression models with fixed effects. We formally establish
sufficient conditions for consistency and asymptotic normality of the quantile regression …

Asymptotics for panel quantile regression models with individual effects

K Kato, AF Galvao Jr, GV Montes-Rojas - Journal of Econometrics, 2012 - Elsevier
This paper studies panel quantile regression models with individual fixed effects. We
formally establish sufficient conditions for consistency and asymptotic normality of the …

On the unbiased asymptotic normality of quantile regression with fixed effects

AF Galvao, J Gu, S Volgushev - Journal of Econometrics, 2020 - Elsevier
Nonlinear panel data models with fixed individual effects provide an important set of tools for
describing microeconometric data. In a large class of such models (including probit …

Bootstrap inference for panel data quantile regression

AF Galvao, T Parker, Z Xiao - Journal of Business & Economic …, 2024 - Taylor & Francis
This article develops bootstrap methods for practical statistical inference in panel data
quantile regression models with fixed effects. We consider random-weighted bootstrap …

Nonlinear panel data estimation via quantile regressions

M Arellano, S Bonhomme - 2016 - academic.oup.com
We introduce a class of quantile regression estimators for short panels. Our framework
covers static and dynamic autoregressive models, models with general predetermined …

Reconsideration of a simple approach to quantile regression for panel data

G Besstremyannaya, S Golovan - The Econometrics Journal, 2019 - academic.oup.com
This note discusses two errors in the approach proposed in Canay for constructing a
computationally simple two-step estimator in a quantile regression model with quantile …

Smoothed quantile regression for panel data

AF Galvao, K Kato - Journal of econometrics, 2016 - Elsevier
This paper studies fixed effects estimation of quantile regression models for panel data.
Under an asymptotic framework where both the numbers of individuals and time periods …

A quantile regression approach for estimating panel data models using instrumental variables

M Harding, C Lamarche - Economics Letters, 2009 - Elsevier
We introduce a quantile regression approach to panel data models with endogenous
variables and individual effects correlated with the independent variables. We find newly …

A simple approach to quantile regression for panel data

IA Canay - The econometrics journal, 2011 - academic.oup.com
This paper provides a set of sufficient conditions that point identify a quantile regression
model with fixed effects. It also proposes a simple transformation of the data that gets rid of …

[HTML][HTML] On bootstrap inference for quantile regression panel data: A Monte Carlo study

AF Galvao, G Montes-Rojas - Econometrics, 2015 - mdpi.com
This paper evaluates bootstrap inference methods for quantile regression panel data
models. We propose to construct confidence intervals for the parameters of interest using …