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Quantiles via Moments

Machado, José A. F. and Santos Silva, J. M. C. (2019) Quantiles via Moments Journal of Econometrics.

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We study the conditions under which it is possible to estimate regression quantiles by estimating conditional means. The advantage of this approach is that it allows the use of methods that are only valid in the estimation of conditional means, while still providing information on how the regressors affect the entire conditional distribution. The methods we propose are not meant to replace the wellestablished quantile regression estimator, but provide an additional tool that can allow the estimation of regression quantiles in settings where otherwise that would be difficult or even impossible. We consider two settings in which our approach can be particularly useful: panel data models with individual effects and models with endogenous explanatory variables. Besides presenting the estimator and establishing the regularity conditions needed for valid inference, we perform a small simulation experiment, present two simple illustrative applications, and discuss possible extensions.

Item Type: Article
Divisions : Faculty of Arts and Social Sciences > School of Economics
Authors :
Machado, José A. F.
Santos Silva, J. M.
Date : November 2019
Copyright Disclaimer : © 2018. This manuscript version is made available under the CC-BY-NC-ND 4.0 license
Uncontrolled Keywords : Endogeneity; Fixed effects; Linear heteroskedasticity; Location-scale model; Quantile regression
Related URLs :
Depositing User : Clive Harris
Date Deposited : 28 Aug 2018 12:52
Last Modified : 01 Nov 2020 02:08

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