early-childhood program efficacy / model-preschool RCTs
Broad agreement that Perry and Abecedarian produced lasting, RCT-verified benefits. What is contested — and what advocacy most often over-reaches on — is the magnitude (ROI), the gender pattern, and above all the transfer of these results to scaled or different programs.
Established by small-sample RCTs (Perry N=123; Abecedarian N=111) of intensive, well-resourced programs delivered to specific disadvantaged populations in the 1960s-70s, followed into midlife; effects survive conservative reanalyses accounting for compromised randomization and multiple-hypothesis testing. The social rate of return (~7-10%) is real but substantially lower than headline figures, and benefits are gender-heterogeneous.
Heckman, J. J., Moon, S. H., Pinto, R., Savelyev, P. A., & Yavitz, A (2010). The rate of return to the High/Scope Perry Preschool Program. Journal of Public Economics, 94(1-2), 114-128.
Experimental · N = 123
Estimated annual social rate of return to Perry ~7-10%, statistically above zero for both sexes but substantially lower than earlier headline figures; estimates account for the compromised randomization protocol and report standard errors. [Consensus 2026-06 (3-pass); DOI-confirmed 2026-06-22]
Bearing on this claim: Perry rate-of-return (~7-10%, lower than headline); the ROI anchor.
doi.org/10.1016/j.jpubeco.2009.11.001Campbell, F., Conti, G., Heckman, J. J., Moon, S. H., Pinto, R., Pungello, E., & Pan, Y (2014). Early Childhood Investments Substantially Boost Adult Health. Science, 343(6178), 1478-1485.
Both flagship trials enrolled roughly 100-125 children, so estimates are imprecise and sensitive to inferential method; the programs were exceptionally well-resourced and delivered to specific populations in the 1960s-70s; benefits are heterogeneous across sex and concentrated in particular outcomes; and the policy-decisive step — that these results transfer to scaled, modern, or different programs (e.g., IDEA Part C) — is exactly what this evidence does NOT support and is contradicted by rigorous scaled trials (see the scaled-efficacy claim).
Last reviewed June 23, 2026
Experimental · N = 111
Carolina Abecedarian RCT: children randomized to treatment show significantly lower mid-30s prevalence of cardiovascular and metabolic risk factors; evidence especially strong for males. [Consensus 2026-06 (3-pass); DOI-confirmed 2026-06-22]
Bearing on this claim: Abecedarian RCT adult-health benefits.
Heckman, J. J., Moon, S. H., Pinto, R., Savelyev, P. A., & Yavitz, A (2010). Analyzing social experiments as implemented: A reexamination of the evidence from the HighScope Perry Preschool Program. Quantitative Economics, 1(1), 1-46.
Experimental · N = 123
Reanalysis of Perry accounting for the compromised randomization and for multiple-hypothesis testing; treatment effects survive corrected inference. [Consensus 2026-06 (3-pass); DOI-confirmed 2026-06-22]
Bearing on this claim: Effects survive corrected inference (compromised randomization + multiple testing).
doi.org/10.3982/QE8Anderson, M. L (2008). Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects. Journal of the American Statistical Association, 103(484), 1481-1495.
Experimental
Re-evaluation with familywise-error and false-discovery-rate corrections: significant girls' effects persist while several boys' effects attenuate after multiple-inference correction — the honest gender dispute. [Consensus 2026-06 (3-pass); DOI-confirmed 2026-06-22]
Bearing on this claim: Gender heterogeneity / multiple-inference caveat — the honest dispute.
doi.org/10.1198/0162145080000008414 supporting verified sources