A Complete Framework for Model-Free Difference-in-Differences Estimation - Couverture souple

Henderson, Daniel J.; Sperlich, Stefan

 
9781638282761: A Complete Framework for Model-Free Difference-in-Differences Estimation
Couverture souple
ISBN 10 : 1638282765 ISBN 13 : 9781638282761
Editeur : now publishers Inc, 2023

Synopsis

A Complete Framework for Model-Free Difference-in-Differences Estimation proposes a complete framework for data-driven difference-in-differences analysis with covariates, in particular nonparametric estimation and testing. The authors start with simultaneously choosing confounders and a scale of the outcome along identification conditions. They estimate first heterogeneous treatment effects stratified along the covariates, then the average effect(s) for the treated. This provides the asymptotic and finite sample behaviour of our estimators and tests, bootstrap procedures for their standard errors and p-values, and an automatic bandwidth choice. The pertinence of these methods is shown with a study of the impact of the Deferred Action for Childhood Arrivals program on educational outcomes for non-citizen immigrants in the US.

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Éditeur
now publishers Inc
Date d'édition
2023
Langue
anglais
ISBN 10 
1638282765
ISBN 13 
9781638282761
Reliure
Broché
Nombre de pages
106
Coordonnées du fabricant
non disponible
Personne responsable
Buchpark GmbH
gpsr@buchpark.de

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