The role of intelligence in the development of metacognitive knowledge

This study investigated individual differences in students' metacognitive knowledge development in mathematics. Conditional metacognitive knowledge of 1050 German students (40% female, M Age = 10.97) was assessed at the beginning and end of grade 5, and at the end of grade 6. Initial intelligence was examined as a predictor of later metacognitive knowledge development while controlling for students' initial mathematics knowledge, math-related motivation, gender, and class-type (i.e. regular vs. gifted classes). Latent growth curve analysis revealed a general increase but also high variability in metacognitive knowledge development. Intelligence was associated with greater increases in metacognitive knowledge over time (β = 0.32), suggesting that higher intelligence accelerates metacognitive knowledge development. Additionally, girls demonstrated a greater increase in metacognitive knowledge than boys over time. Math knowledge, motivational variables, and class-type were not associated with metacognitive knowledge development. These findings highlight the variability in metacognitive knowledge development and underscore intelligence as an important predictor of this differential development.

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Publication Details

Journal
Learning and Individual Differences
Published
2026-07-17
DOI
https://doi.org/10.1016/j.lindif.2026.102972
Primary Topic
Cognitive Abilities and Testing
Type
article
Field-Weighted Citation Impact
0.00

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article

The role of intelligence in the development of metacognitive knowledge

Maria Theobald, Franzis Preckel, Wolfgang Schneider
Learning and Individual Differences
Cognitive Abilities and Testing
article

The role of intelligence in the development of metacognitive knowledge

Maria Theobald, Franzis Preckel, Wolfgang Schneider
article en

Abstract

This study investigated individual differences in students' metacognitive knowledge development in mathematics. Conditional metacognitive knowledge of 1050 German students (40% female, M Age = 10.97) was assessed at the beginning and end of grade 5, and at the end of grade 6. Initial intelligence was examined as a predictor of later metacognitive knowledge development while controlling for students' initial mathematics knowledge, math-related motivation, gender, and class-type (i.e. regular vs. gifted classes). Latent growth curve analysis revealed a general increase but also high variability in metacognitive knowledge development. Intelligence was associated with greater increases in metacognitive knowledge over time (β = 0.32), suggesting that higher intelligence accelerates metacognitive knowledge development. Additionally, girls demonstrated a greater increase in metacognitive knowledge than boys over time. Math knowledge, motivational variables, and class-type were not associated with metacognitive knowledge development. These findings highlight the variability in metacognitive knowledge development and underscore intelligence as an important predictor of this differential development.

Learning and Individual DifferencesVol. 130
University of Würzburg (DE), Universität Trier (DE)
Karg Stiftung, Universität Trier, Bayerisches Staatsministerium für Bildung und Kultus, Wissenschaft und Kunst
Openalex Percentile: Top 7%
Cognitive Abilities and Testing
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