Elicit: 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.
Papers identified with Elicit search
- n = 997
Papers screened using:
- Population Age Range: Does the study focus on children aged 0-8 years (early childhood period)?
- Quantitative Data Availability: Does the study report quantitative effect sizes or provide sufficient quantitative data to calculate effect sizes?
- Study Design Rigor: Is the study a randomized controlled trial, quasi-experimental study, or controlled study with comparison groups?
- Educational Setting: Is the intervention implemented in early childhood educational settings (e.g., preschools, kindergartens, childcare centers, or home-based educational programs)?
- Learning Domain Focus: Does the intervention target specific learning domains (cognitive, language, literacy, numeracy, social-emotional, or motor skill development)?
- Typical Development Population: Does the study include typically developing children (rather than focusing solely on children with diagnosed developmental disabilities or special needs)?
- Intervention Component: Does the study include an intervention component (rather than being purely observational)?
- Educational vs. Medical Focus: Is the intervention primarily educational in nature (rather than primarily focused on medical or therapeutic treatments)?
We considered all screening questions together and made a holistic judgement about whether to screen in each paper.
Data extraction
We asked a large language model to extract each data column below from each paper:
Study Design Type: Identify the specific type of study design used.
Intervention Type and Components: Comprehensively list all components of the educational intervention.
Participant Demographics: Extract participant details:
- Age range of children
- Socioeconomic status (if reported)
- Risk factors or special circumstances
- Total sample size
- Gender distribution (if reported)
Outcome Domains and Measurement: List all primary outcome domains measured.
Long-term Outcomes: Identify and extract any long-term outcomes measured beyond immediate child development.
Geographical and Contextual Factors: Extract geographical context and any environmental factors.
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 |
| Campbell and Ramey, 1994 | Infant/preschool/primary school educational treatment | Infancy to 12 years | Cognitive, academic achievement | Randomized controlled trial (RCT), Longitudinal | Yes |
| 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 |
| Blewitt et al., 2018 | Universal curriculum-based social-emotional learning (SEL) | 2-6 years | Social, emotional, behavioral, early learning | Randomized controlled trial (RCT), Quasi-experimental | Yes |
| Jeong et al., 2021 | Parenting interventions (responsive caregiving, stimulation, etc.) | Prenatal to 3 years | Cognitive, language, motor, socioemotional, behavior, attachment | Randomized controlled trial (RCT) | Yes |
| Cahoon et al., 2023 | Home-based literacy/math interventions | 3.07–5.32 years | Literacy, mathematics | Randomized controlled trial (RCT), Quasi-experimental | 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 |
| Camilli et al., 2010 | Pre-Kindergarten | Cognitive, social | Largest for cognitive, no mention found | 1 |
| Campbell et al., 2001 | 3-21 years | Cognitive, academic | Moderate-large, no mention found | 1 |
| Campbell and Ramey, 1994 | Infancy-12 years | Cognitive, academic | Maintained advantage, no mention found | 1 |
| Reynolds et al., 2001 | 3-20 years | Educational, social | 11.2% increase in high school completion, 8.2% decrease in arrest | 1 |
| Blewitt et al., 2018 | 2-6 years | Socioemotional, cognitive | Cohen’s d=0.18–0.54 | 1 |
| Jeong et al., 2021 | 0-3 years | Cognitive, language, motor, socioemotional | Standardized mean difference (SMD)=0.19–0.56 | 1 |
| Cahoon et al., 2023 | 3-5 years | Literacy, math | Cohen’s d=0.10 (literacy), 0.18 (math) | 1 |
Effect Sizes by Learning Domain
Cognitive Development:
- Effect sizes reported in the included studies range from 0.10–1.45 standard deviations, with larger effects observed in intensive, multi-year interventions.
Language Development:
- Effect sizes typically ranged from 0.10–0.44 standard deviations, with some studies reporting larger effects for emergent literacy.
Mathematics:
- Effect sizes ranged from 0.18–1.22 standard deviations, with the largest effects in structured, curriculum-based interventions.
Socioemotional Development:
- Effect sizes were generally small to moderate.
Motor Development:
- Physical activity and fine motor interventions yielded moderate effects.
Academic Achievement:
- Reading and math achievement effect sizes ranged from 0.10–0.60 standard deviations.”
Generalizability and Study Context
- The included studies spanned high-, middle-, and low-income countries, with interventions adapted to local contexts.
- Most studies focused on low-income or high-risk populations, which may limit generalizability to more advantaged groups.
- Interventions were delivered in a variety of settings, including center-based, home-based, community, and digital environments. The context of delivery influenced both feasibility and effectiveness.