10 Research Clusters
The literature review is organized into ten thematic clusters, each synthesizing the causal evidence on a core domain of K-12 education policy. Evidence strength ratings (1–5 dots) reflect the quality and consistency of the causal evidence base.
Teacher Quality and Value-Added Models
NewTeacher quality is the single most important school-based determinant of student achievement.
Early Childhood Education
NewIntensive early childhood programs show high long-run returns, but modern scaled-up programs face a persistent fadeout problem.
Class Size Reduction
NewClass size reduction produces positive effects in early grades, but is expensive and vulnerable to general equilibrium effects at scale.
School Funding and Resources
NewTargeted school funding increases improve long-run adult outcomes, especially for low-income students. The debate has shifted from whether money matters to how it is spent.
Charter Schools and Vouchers
NewUrban 'No Excuses' charter schools produce large, replicable gains. Non-urban charters and large-scale voucher programs often show null or negative effects.
Reading Instruction
NewSystematic, explicit phonics instruction is the scientifically validated foundation of early reading. The 'Reading Wars' have a clear empirical winner.
High-Dosage Tutoring
NewHigh-dosage tutoring is one of the most effective and reliably replicable interventions in K-12 education, with average effect sizes of d = 0.37.
Social-Emotional Learning and Non-Cognitive Skills
NewUniversal SEL programs reliably improve achievement and behavior. Targeted psychological interventions (grit, growth mindset) show weak effects at scale.
Out-of-School Factors
NewFamily background and neighborhood poverty are primary drivers of educational inequality. High-quality schools can significantly mitigate, but not eliminate, these effects.
International Education Systems
NewHigh-performing education systems share selective teacher preparation, equitable funding, and centralized curricula — but translating these features to the US context is deeply challenging.