The behavioral revolution within economics has been largely driven by psychological insights, with the sister sciences playing a lesser role. This study leverages insights from sociology to explore the role of neighborhoods on human capital formation at an early age. We do so by estimating the spillover effects from a large-scale early childhood intervention on the educational attainment of over 2,000 disadvantaged children in the United States. We document large spillover effects on both treatment and control children who live near treated children. Interestingly, the spillover effects are localized, decreasing with the spatial distance to treated neighbors. Perhaps our most novel insight is the underlying mechanisms at work: the spillover effect on non-cognitive scores operate through the child’s social network while parental investment is an important channel through which cognitive spillover effects operate. Overall, our results reveal the importance of public programs and neighborhoods on human capital formation at an early age, highlighting that human capital accumulation is fundamentally a social activity.

More on this topic

BFI Working Paper·Oct 6, 2026

Latent Human Capital: How Early Investments in Parents Buffer Against Future Schooling Shocks

Shruti Jha, John List, Rebecca C. Royer, and Anya Samek
Topics: Early Childhood Education, K-12 Education
BFI Working Paper·Aug 14, 2026

A Novel Assessment of Epistemic Curiosity and its Association With Early Learning Outcomes

Ariel Kalil, Mauricio Koechlin, Dana McCoy, Michelle Michelini, and Terri Sabol
Topics: Early Childhood Education
BFI Working Paper·Jun 10, 2026

The Enjoyment Paradox: College-Educated Mothers Invest More in Their Children’s Learning and Enjoy It Less

Ariel Kalil, Haoxuan Liu, and Ritika Sethi
Topics: Early Childhood Education, Employment & Wages, Higher Education & Workforce Training