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...
Abstract
Early childhood educational interventions yield effect sizes that vary by learning domain, intervention modality, and age group. Studies targeting cognitive outcomes report gains...
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. More on methods
Screening
We screened in sources based on their abstracts that met these criteria:
- 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)?
Data extraction
We asked a large language model to extract each data column below from each paper. We gave the model the extraction instructions shown below for each column.
Study Design Type: Identify the specific type of study design used. Look in the methods section for precise description. Categorize as:
Randomized Controlled Trial (RCT)
- Quasi-experimental study
- Comparative study
- Longitudinal study
Intervention Type and Components: Comprehensively list all components of the educational intervention...
Participant Demographics: Extract the following 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:
Cognitive development
Language development
Motor development
Socioemotional development
Academic achievement
Other specific domains
Long-term Outcomes: Identify and extract any long-term outcomes measured...
Geographical and Contextual Factors: Extract:
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... | Prenatal to 5 years | Cognitive, language... | Randomized controlled trial (RCT)... | Yes |
| Meghir et al., 2023 | Early stimulation (home-based)... | 7-16 months to ~4 years | Cognition, language... | Randomized controlled trial (RCT)... | No |
| Olive et al., 2023 | Physical activity intervention (AEL) | 3-5 years | Executive function... | Randomized controlled trial (RCT)... | Yes |
| Camilli et al., 2010 | Direct instruction... | Pre-Kindergarten | Cognitive, social... | Identify all types... | No |
| Reynolds et al., 2001 | Comprehensive education... | 3-9 years, followed to 20 | Academic, social... | 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... | 0.10–0.20 (cognitive/language)... | 1 |
| Olive et al., 2023 | 3-5 years | Executive function... | Cohen’s d=0.24–0.29... | 1 |
| Reynolds et al., 2001 | 3-20 years | Educational, social... | 11.2% increase in high school... | 1 |
Methodological Factors Influencing Effect Sizes
- Study Design: In the included studies, randomized controlled trials and large-scale longitudinal studies tended to report more robust and reliable effect sizes...
Generalizability and Study Context
- Geographical Diversity: The included studies spanned high-, middle-, and low-income countries...
Limitations:
- Heterogeneity in intervention types, outcome measures, and reporting limited direct comparison across studies...