The Long-Term Effects of Universal Preschool in Boston
Gray-Lobe, G., Pathak, P. A., & Walters, C. R. · 2023
grade Anatural-experimentindependentreplicatednumbers spot-checked
Sample
~4,215 randomised applicants (working-paper figure; verify against published QJE version)
Population
Boston Public Schools preschool lottery applicants, cohorts 1997-2003.
Design
Admissions-lottery instrument — grade A identification, modern, at scale, in a public program.
Key findings
The most important modern pre-K result and the cleanest demonstration that ATTAINMENT can move while TEST SCORES do not: a precisely-estimated zero on achievement across grades 3-10, alongside real gains in high-school graduation and college enrolment. Crucially, its counterfactual was mostly OTHER preschool, which should have shrunk effects — so the substitution story cannot explain why other scaled programs fail. Read the attainment result with care: on-time college enrolment is solid, but ever-enrolling is marginal and GRADUATION is null.
Counterfactual
NOT 'no preschool': roughly 33% of new BPS preschool students were drawn from Head Start and ~29% from private preschool; only ~38% from no preschool.
Genetic confound
Lottery randomisation defeats family selection — its central strength.
Replication notes
Weiland et al. (2020, n=3,182) independently confirms the grade-3 test-score null for the same program. Effects are larger for BOYS. Note that college graduation — arguably the outcome that matters most — is not significant.
DOI / URL
10.1093/qje/qjac036
Effects
| Outcome | Metric | Value | Measure | Timing | Vs | Horizon | Class |
|---|---|---|---|---|---|---|---|
| MCAS achievement, grades 3-10 | 2SLS SD (SE) | stacked math +0.005 (0.057); ELA +0.029 (0.056) — a PRECISE ZERO, ruling out effects above ~0.12 SD | standardized | grade-6+ | active-alternative | over-2yr | domain-skill |
| On-time college enrolment | pp (SE) | +8.3pp (3.0), p<.01, against a 45.9% base | standardized | adult | active-alternative | adulthood | attainment |
| Ever enrol in any college | pp (SE) | +5.4pp (3.0), p<.10 only | standardized | adult | active-alternative | adulthood | attainment |
| College GRADUATION | pp | +5.2pp — NOT statistically significant | standardized | adult | active-alternative | adulthood | attainment |
| High school graduation | pp (SE) | +6.0pp (3.0), p<.05 | standardized | grade-6+ | active-alternative | over-2yr | attainment |
| Juvenile incarceration | pp | -0.8pp, p<.10, against a 0.7% base | standardized | grade-6+ | active-alternative | over-2yr | behaviour |
Cited by
- Fadeout — why early gains disappear, and what actually persistsstrong supportconf: highgc: low
- Preschool at scale — Head Start, state pre-K, and what universal provision deliversmixedconf: highgc: low