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September 2016 Compared to what? Variation in the impacts of early childhood education by alternative care type
Avi Feller, Todd Grindal, Luke Miratrix, Lindsay C. Page
Ann. Appl. Stat. 10(3): 1245-1285 (September 2016). DOI: 10.1214/16-AOAS910

Abstract

Early childhood education research often compares a group of children who receive the intervention of interest to a group of children who receive care in a range of different care settings. In this paper, we estimate differential impacts of an early childhood intervention by alternative care type, using data from the Head Start Impact Study, a large-scale randomized evaluation. To do so, we utilize a Bayesian principal stratification framework to estimate separate impacts for two types of Compliers: those children who would otherwise be in other center-based care when assigned to control and those who would otherwise be in home-based care. We find strong, positive short-term effects of Head Start on receptive vocabulary for those Compliers who would otherwise be in home-based care. By contrast, we find no meaningful impact of Head Start on vocabulary for those Compliers who would otherwise be in other center-based care. Our findings suggest that alternative care type is a potentially important source of variation in early childhood education interventions.

Citation

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Avi Feller. Todd Grindal. Luke Miratrix. Lindsay C. Page. "Compared to what? Variation in the impacts of early childhood education by alternative care type." Ann. Appl. Stat. 10 (3) 1245 - 1285, September 2016. https://doi.org/10.1214/16-AOAS910

Information

Received: 1 May 2015; Revised: 1 January 2016; Published: September 2016
First available in Project Euclid: 28 September 2016

zbMATH: 06775266
MathSciNet: MR3553224
Digital Object Identifier: 10.1214/16-AOAS910

Keywords: early childhood education , Head Start , Principal stratification , treatment effect variation

Rights: Copyright © 2016 Institute of Mathematical Statistics

Vol.10 • No. 3 • September 2016
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