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 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 …

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 …

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 …

Two‐stage quantile regression when the first stage is based on quantile regression

TH Kim, C Muller - The Econometrics Journal, 2004 - academic.oup.com
We present the asymptotic properties of double‐stage quantile regression estimators with
random regressors, where the first stage is based on quantile regressions with the same …

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 …

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 …

[PDF][PDF] Measuring heterogeneity with fixed effect quantile regression: Long panels and short panels

G Besstremyannaya, S Golovan - Appl. Econom, 2021 - pe.cemi.rssi.ru
The desire to capture heterogeneity in the response of the dependent variable to covariates
often forces empiricists to employ panel data quantile regression models. Very often …

[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 …

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 …