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OverviewA 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. Full Product DetailsAuthor: Daniel J. Henderson , Stefan SperlichPublisher: now publishers Inc Imprint: now publishers Inc Weight: 0.162kg ISBN: 9781638282761ISBN 10: 1638282765 Pages: 106 Publication Date: 12 October 2023 Audience: Professional and scholarly , Professional & Vocational Format: Paperback Publisher's Status: Active Availability: In Print  This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us. Table of Contents1. Introduction 2. Model-Free Approach 3. Nuts and Bolts 4. Application: Human Capital Responses to DACA Acknowledgements Appendices ReferencesReviewsAuthor InformationTab Content 6Author Website:Countries AvailableAll regions |
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