Elicit: Comparative Effectiveness of Early Childhood Interventions (public)

Comparative Effectiveness of Early Childhood Interventions

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

Papers screened using:

Papers screened out

Papers included for extraction

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

We screened in sources based on their abstracts that met these criteria:

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.

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 Prenatal to 5 years Cognitive, language, attention, behavior Randomized controlled trial (RCT), Longitudinal Yes
Meghir et al., 2023 Early stimulation (home-based), enhanced preschool 7-16 months to ~4 years Cognition, language Randomized controlled trial (RCT), Longitudinal No
Olive et al., 2023 Physical activity intervention (AEL) 3-5 years Executive function, expressive vocabulary Randomized controlled trial (RCT) Yes
Camilli et al., 2010 Direct instruction, inquiry-based Pre-Kindergarten Cognitive, social Comparative, Quasi-experimental, RCT No
Campbell et al., 2001 Full-time, high-quality educational child care Infancy to 21 years Cognitive, academic RCT, Longitudinal No

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, 0.31–0.38 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 1
Campbell et al., 2001 3-21 years Cognitive, academic Moderate-large 1

Effect Sizes by Learning Domain

Methodological Factors Influencing Effect Sizes

Generalizability and Study Context