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Related Experiment Video

Updated: Jul 25, 2025

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
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A meta-analysis on the correlations between statistical learning, language, and reading outcomes.

Jinglei Ren1, Min Wang1, Joanne Arciuli2

  • 1Department of Human Development and Quantitative Methodology, University of Maryland, College Park.

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Summary

Statistical learning (SL) significantly correlates with language and reading abilities. Factors like age and language writing systems influence this relationship, impacting educational strategies.

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Area of Science:

  • Cognitive Psychology
  • Developmental Psychology
  • Linguistics

Background:

  • Statistical learning (SL) is crucial for cognitive development, enabling individuals to detect regularities in input.
  • Understanding the link between SL and language/reading acquisition is vital for educational interventions.
  • Previous research shows mixed findings, necessitating a comprehensive meta-analytic approach.

Approach:

  • A meta-analysis was conducted on 42 peer-reviewed studies, encompassing 53 independent samples and 201 effect sizes.
  • Robust variance estimation and correlated effects models were employed to synthesize findings.
  • The analysis investigated the relationship between SL and both language-related and reading-related outcomes.

Key Points:

  • A significant, moderate positive correlation was found between SL and language outcomes (r = .236, p < .001).
  • A significant, moderate positive correlation was also found between SL and reading outcomes (r = .239, p < .001).
  • Age, language writing system, and SL paradigm moderated the SL-reading association, while only age moderated the SL-language association.

Conclusions:

  • SL plays a moderate role in both language and reading development.
  • Instructional practices emphasizing statistical regularities in oral and written language may enhance learning.
  • Findings have theoretical implications for understanding language and reading acquisition processes.