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.
Authors
- Maria Theobald (ORCID: https://orcid.org/0000-0003-0766-1680)
- Franzis Preckel (ORCID: https://orcid.org/0000-0002-5768-8702)
- Wolfgang Schneider
Institutions
- University of Würzburg (DE)
- Universität Trier (DE)
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
Funders
- Karg Stiftung
- Universität Trier
- Bayerisches Staatsministerium für Bildung und Kultus, Wissenschaft und Kunst