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Updated: Jun 2, 2026

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Multimedia Battery for Assessment of Cognitive and Basic Skills in Mathematics (BM-PROMA)
Published on: August 28, 2021
Mathematical cognitive structures in Grade 12 students: a mixed-methods concept map study of gender differences and
Zhenping Wang1, Junxiong Chen1, Jin Liu1
1College of Mathematics and Statistics, Henan Normal University, Xinxiang, Henan, China.
Frontiers in Psychology
|June 1, 2026
Summary
Grade 12 students
Area of Science:
- Educational Psychology
- Cognitive Science
- Mathematics Education
Background:
- Understanding students' cognitive structures is crucial for effective mathematics instruction.
- Previous research has explored cognitive structures, but less is known about Grade 12 students' mathematical cognitive structures in specific topics like sequences and trigonometric functions.
- Assessing cognitive structures can reveal learning patterns and inform pedagogical strategies.
Purpose of the Study:
- To investigate the characteristics of Grade 12 students' mathematical cognitive structures in sequences and trigonometric functions.
- To examine gender-based differences in these cognitive structures.
- To explore the relationship between mathematical computational ability and cognitive structure development.
Main Methods:
- A mixed-methods approach was used, with a primary focus on quantitative analysis.
- 184 Grade 12 students from China constructed concept maps on sequences and trigonometric functions.
- Concept maps were evaluated using total proposition, Novak's structural, and a new structural scoring methods.
Main Results:
- Grade 12 students' mathematical cognitive structures typically ranged from two to five levels, with limited cross-linking or linear structures.
- Significant differences were observed in students' understanding of key concepts and methods in sequences and trigonometric functions.
- Females scored slightly higher than males in cognitive structure scores (p < 0.001).
- Mathematical computational ability significantly correlated with cognitive structure scores, with high-ability students outperforming medium- and low-ability groups (p < 0.001).
Conclusions:
- Grade 12 students' mathematical cognitive structures in sequences and trigonometric functions are relatively basic, lacking complex interconnections.
- Gender and mathematical computational ability are significant factors influencing the development of these cognitive structures.
- Findings suggest a need for instructional interventions to foster deeper conceptual understanding and more complex cognitive structures in mathematics.
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