Elicit: Comparative Effectiveness of Early Childhood Interventions (public)
Comparative Effectiveness of Early Childhood Interventions (public)
What are the comparative effect sizes of early childhood educational interventions across different age groups and learning domains?
Early childhood educational interventions demonstrate varying effectiveness across domains, producing effect sizes of 0.10-1.45 standard deviations for cognitive outcomes, 0.18-1.22 for mathematics, 0.10-0.44 for language (up to 1.10 for literacy), and 0.19-0.56 for socioemotional and motor development, with comparable benefits observed across preschool and infant age groups.
Abstract
Early childhood educational interventions yield effect sizes that vary by learning domain, intervention modality, and age group. Studies targeting cognitive outcomes report gains ranging from 0.10 to 1.45 standard deviations—with intensive, multi-year programs (e.g., Ramey and Ramey, 2023) achieving the largest benefits—while language-focused programs generally produce improvements of 0.10 to 0.44 standard deviations, with some literacy interventions reaching 1.10.
Mathematics interventions typically exhibit effects from 0.18 to 1.22 standard deviations, especially when curriculum-based and structured (as in Yıldız et al., 2025 and Clements et al., 2011). Socioemotional and motor development interventions tend to yield modest gains (approximately 0.19–0.56), a range further supported by evaluations of responsive caregiving and physical activity programs. Most studies concentrate on preschool-aged children, though interventions for infants show comparable benefits. Greater intervention intensity, duration, and multi-component design are associated with larger effects, according to the reported findings.
Methods
We analyzed 40 sources from an initial pool of 997, using 8 screening criteria. Each paper was reviewed for 6 key aspects that mattered most to the research question.
Paper search
Using your research question “What are the comparative effect sizes of early childhood educational interventions across different age groups and learning domains?”, we searched across over 126 million academic papers from the Semantic Scholar corpus. We retrieved the 997 papers most relevant to the query.
Screening
Data extraction
We asked a large language model to extract each data column below from each paper.
Results
Characteristics of Included Studies
| Study | Intervention Type | Age Group | Learning Domain | Study Design | Full text retrieved |
|---|---|---|---|---|---|
| Love et al., 2013 | Direct coaching, video modeling, self-reflection, resource/referral services | Prenatal to 5 years | Cognitive, language, attention, behavior, health, parenting, mental health, employment | Randomized controlled trial (RCT), Longitudinal, Comparative | Yes |
| Meghir et al., 2023 | Early stimulation (home-based), enhanced preschool (center-based) | 7-16 months to ~4 years | Cognition, language, executive function, school readiness | Randomized controlled trial (RCT), Longitudinal | No |
| Olive et al., 2023 | Physical activity intervention (AEL) | 3-5 years | Executive function, expressive vocabulary, motor skills | Randomized controlled trial (RCT) | Yes |
| Camilli et al., 2010 | Direct instruction, inquiry-based, teacher/small-group | Pre-Kindergarten | Cognitive, social, school progress | Comparative, Quasi-experimental, Randomized controlled trial (RCT) | No |
| Campbell et al., 2001 | Full-time, high-quality educational child care | Infancy to 21 years | Cognitive, academic (reading, math) | Randomized controlled trial (RCT), Longitudinal | No |
| Reynolds et al., 2001 | Comprehensive education, family, health services | 3-9 years, followed to 20 | Academic, social, educational attainment, crime | Longitudinal, Quasi-experimental, Comparative | Yes |
| .. | .. | .. | .. | .. | .. |
Effects
Effect Sizes by Age Group
| Study | Age Group | Learning Domain | Effect Size Range | Number of Studies |
|---|---|---|---|---|
| Love et al., 2013 | 1-5 years | Cognitive, language, socioemotional | 0.10–0.20 (cognitive/language), 0.31–0.38 (engagement) | 1 |
| Meghir et al., 2023 | 7-48 months | IQ, school readiness | 0.13–0.24 standard deviations | 1 |
| Olive et al., 2023 | 3-5 years | Executive function, vocabulary | Cohen’s d=0.24–0.29 | 1 |
| .. | .. | .. | .. | .. |
Effect Sizes by Learning Domain
- Cognitive Development: Effect sizes reported in the included studies range from 0.10–1.45 standard deviations.
- Language Development: Effect sizes typically ranged from 0.10–0.44 standard deviations.
- Mathematics: Effect sizes ranged from 0.18–1.22 standard deviations.
- Socioemotional Development: Effect sizes were generally small to moderate.
- Motor Development: Moderate effects observed.
- Academic Achievement: Range from 0.10–0.60 standard deviations with larger effects in high-intensity programs.
- Other Domains: Different domains showed moderate to large effects in targeted interventions.
Limitations:
- Heterogeneity in intervention types.
- Some studies lacked detailed reporting of effect sizes.
- Risk of bias in non-randomized designs.
- Generalizability concerns due to focus on high-risk populations.