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 …

[PDF][PDF] Quantile regression for panel data models with fixed effects and small T: Identification and estimation

M Ponomareva - University of Western Ontario, 2010 - researchgate.net
In this paper I propose a moments-based approach to the identification and estimation of
panel data quantile regression (QR) models with fixed effects when the number of time …

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 …

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 …

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 …

Quantile regression with panel data

BS Graham, J Hahn, A Poirier, JL Powell - 2015 - nber.org
We propose a generalization of the linear quantile regression model to accommodate
possibilities afforded by panel data. Specifically, we extend the correlated random …

Robust penalized quantile regression estimation for panel data

C Lamarche - Journal of Econometrics, 2010 - Elsevier
This paper investigates a class of penalized quantile regression estimators for panel data.
The penalty serves to shrink a vector of individual specific effects toward a common value …

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 correlated random coefficients panel data model

BS Graham, J Hahn, A Poirier, JL Powell - Journal of Econometrics, 2018 - Elsevier
We propose a generalization of the linear quantile regression model to accommodate
possibilities afforded by panel data. Specifically, we extend the correlated random …

Quantile regression for dynamic panel data with fixed effects

AF Galvao Jr - Journal of Econometrics, 2011 - Elsevier
This paper studies a quantile regression dynamic panel model with fixed effects. Panel data
fixed effects estimators are typically biased in the presence of lagged dependent variables …