The Perry Preschoolers at Late Midlife: A Study in Design-Specific Inference

60 Pages Posted: 10 Jun 2019 Last revised: 6 May 2025

See all articles by James J. Heckman

James J. Heckman

University of Chicago - Department of Economics; National Bureau of Economic Research (NBER); American Bar Foundation; Institute for the Study of Labor (IZA); CESifo (Center for Economic Studies and Ifo Institute)

Ganesh Karapakula

University of Chicago

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Abstract

This paper presents the first analysis of the life course outcomes through late midlife (around age 55) for the participants of the iconic Perry Preschool Project, an experimental high-quality preschool program for disadvantaged African-American children in the 1960s. We discuss the design of the experiment, compromises in and adjustments to the randomization protocol, and the extent of knowledge about departures from the initial random assignment. We account for these factors in developing conservative small-sample hypothesis tests that use approximate worst-case (least favorable) randomization null distributions. We examine how our new methods compare with standard inferential methods, which ignore essential features of the experimental setup. Widely used procedures produce misleading inferences about treatment effects. Our design-specific inferential approach can be applied to analyze a variety of compromised social and economic experiments, including those using re-randomization designs. Despite the conservative nature of our statistical tests, we find long-term treatment effects on crime, employment, health, cognitive and non-cognitive skills, and other outcomes of the Perry participants. Treatment effects are especially strong for males. Improvements in childhood home environments and parental attachment appear to be an important source of the long-term benefits of the program.

Keywords: randomized controlled trial, early childhood interventions, life cycle treatment effects, randomization tests, re-randomization, worst-case inference, least favorable null distributions, partial identification, small-sample hypothesis testing

JEL Classification: C1, C4, I21

Suggested Citation

Heckman, James J. and Karapakula, Ganesh, The Perry Preschoolers at Late Midlife: A Study in Design-Specific Inference. IZA Discussion Paper No. 12362, Available at SSRN: https://ssrn.com/abstract=3401130

James J. Heckman (Contact Author)

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Ganesh Karapakula

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