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Updated: Dec 14, 2025

Using Cholesky Decomposition to Explore Individual Differences in Longitudinal Relations between Reading Skills
Published on: September 17, 2019
Individual differences in learning the regularities between orthography, phonology and semantics predict early
Noam Siegelman1, Jay G Rueckl1,2, Laura M Steacy3
1Haskins Laboratories.
Statistical learning (SL) aids reading development by helping children master print-speech patterns. Early readers who prioritize these statistical regularities over print-meaning links show better reading skills.
Area of Science:
- Cognitive Science
- Developmental Psychology
- Linguistics
Background:
- Proficient reading relies on recognizing statistical patterns in written language.
- Previous research links statistical learning (SL) abilities to reading skills, but underlying mechanisms remain unclear.
- Gaps exist in understanding which statistical regularities developing readers assimilate.
Purpose of the Study:
- To investigate the role of SL in literacy development by examining individual differences in beginning readers.
- To explore how reliance on different types of statistical regularities (print-speech vs. print-meaning) impacts reading.
- To propose an alternative method for assessing SL in reading by analyzing actual reading behavior.
Main Methods:
- Analyzed reading behavior in 399 beginning readers.
- Focused on individual differences in reliance on print-speech regularities versus print-meaning associations during word naming.
- Assessed statistical learning (SL) through natural reading performance rather than artificial tasks.
Main Results:
- Children relying more on print-speech regularities and less on print-meaning associations demonstrated superior reading skills.
- Reading performance was significantly influenced by the balance of reliance on different statistical regularities.
- Individual differences in reading behavior reflect varying engagement with statistical patterns.
Conclusions:
- Statistical learning (SL) impacts reading development primarily through the assimilation of sub-lexical print-speech regularities.
- Developing readers benefit from the ability to identify and prioritize more reliable statistical patterns.
- Findings contribute to theories of both statistical learning and reading acquisition.
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