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Updated: Aug 13, 2026

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
Age-related changes in how previous learning experiences impact subsequent visual statistical learning and relate to
Matthew Johnston1,2, Jessica Dolan1, Bence Csaba Farkas3,4,5
1School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, United Kingdom.
Children
Area of Science:
- Developmental Psychology
- Cognitive Science
- Learning Sciences
Background:
- Children implicitly learn patterns through statistical learning (SL).
- The developmental progression of statistical learning and its link to executive functions is not well understood.
- Existing research has paid limited attention to how statistical learning influences executive functions.
Purpose of the Study:
- To investigate the developmental trajectory of statistical learning (SL) in children aged 5 to 12.
- To examine how previously acquired statistical information influences subsequent learning.
- To explore the relationship between statistical learning and executive function development over time.
Main Methods:
- An accelerated longitudinal design was used, assessing 187 children aged 5–12 over 16 months.
- Measures included cue-based statistical learning and retention of nonadjacent probabilistic sequences.
- Latent change score models were employed to analyze the coupling between SL and executive function.
Main Results:
- Statistical learning (SL) and retention of nonadjacent probabilistic sequences were age-invariant.
- All children showed increased sensitivity to deterministic sequences over time.
- Younger children (5–6 years) exhibited a greater longitudinal increase in sensitivity to deterministic sequences compared to older children, suggesting enhanced application of learned patterns.
Conclusions:
- Early visual statistical learning (SL) capacities may not be a primary driver of executive function changes in middle childhood.
- Further research is needed to explore SL-executive function links in different modalities and younger age groups.
- Children's ability to apply learned deterministic sequences to new situations improves with age, particularly in early school years.
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