The Impressive Effects of Tutoring on PreK-12 Learning: A Systematic Review and Meta-Analysis of the Experimental Evidence
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Tutoring-defined here as one-on-one or small-group instructional programming by teachers, paraprofessionals, volunteers, or parents-is one of the most versatile and potentially transformative educational tools in use today.Within the past decade, dozens of preK-12 tutoring experiments have been conducted, varying widely in their approach, context, and cost.Our study represents the first systematic review and meta-analysis of these and earlier studies.We develop a framework for considering different types of programs to not only examine overall effects, but also explore how these effects vary by program characteristics and intervention context.We find that tutoring programs yield consistent and substantial positive impacts on learning outcomes, with an overall pooled effect size estimate of 0.37 SD.Effects are stronger, on average, for teacher and paraprofessional tutoring programs than for nonprofessional and parent tutoring.Effects also tend to be strongest among the earlier grades.While overall effects for reading and math interventions are similar, reading tutoring tends to yield higher effect sizes in earlier grades, while math tutoring tends to yield higher effect sizes in later grades.Tutoring programs conducted during school tend to have larger impacts than those conducted after school.
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One-to-one tutoring is the gold standard for supporting students' learning and education.
“One-to-one tutoring is widely considered the gold standard for personalized education”
From AI tutoring can safely and effectively support students: An exploratory RCT in UK classrooms (2025) · cites this paper as [3]
Decades of research demonstrate that individualized tutoring results in substantial gains in learning.
“Decades of research demonstrate that individualized tutoring results in substantial gains in learning [1-3].”
From AI tutoring can safely and effectively support students: An exploratory RCT in UK classrooms (2025) · cites this paper as [3]
Interactive support with a human tutor was far more effective for immediate course-correction than static pre-written hints.
“Echoing prior research [3], interactive support with a human tutor proved far more effective for this kind of immediate course-correction.”
From AI tutoring can safely and effectively support students: An exploratory RCT in UK classrooms (2025) · cites this paper as [3]
Nickow, Oreopoulos, and Quan (2020) found an overall pooled effect size of 0.37 for tutoring in RCTs in pre-K to Grade 12.
“Nickow, Oreopoulos, and Quan (2020) examined RCTs in pre‐K to Grade 12 of tutoring, defined as one‐on‐one or small‐group instructional programming by teachers, paraprofessionals, volunteers, or parents, and found an overall pooled effect size of 0.37.”
From Targeted school‐based interventions for improving reading and mathematics for students with or at risk of academic difficulties in Grades K‐6: A systematic review (2021) · cites this paper as Nickow, Oreopoulos, and Quan (2020)
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References 90 · Cited by 171
- Authors
- Nickow, A., Oreopoulos, P., & Quan, V.
- Affiliations
- Northwestern University (US)
- ORCID
- Oreopoulos, Philip
- Venue
- National Bureau of Economic Research
- Publisher
- National Bureau of Economic Research
- Published
- 2020-07
- OpenAlex
- W3041179138
- Cited by
- 171
- References
- 90
- Citations by year
- 2026: 25 · 2025: 27 · 2024: 36 · 2023: 41 · 2022: 27 · 2021: 12 · 2020: 3
- Type
- report
- Language
- en
- Open access
- green
- doi.org
- Locations
- National Bureau of Economic Research (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Demography › Global Educational Reforms and Inequalities
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Education › Early Childhood Education and Development
- Keywords
- tutoring, one-on-one tutoring, small-group tutoring, academic performance, reading tutoring, mathematics tutoring, teacher tutoring, parent tutoring, after-school tutoring, grade level effects, program characteristics, intervention context, K-12 education
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