Using SEM-PLS to examine the correlation between habit of mind and belief of mathematics pre- service students

Mathematical belief, encompassing cognitive, affective, and dispositional aspects, fundamentally shapes individuals’ attitudes toward mathematics. It reflects seriousness, confidence, and subjective stances in mathematical thinking and learning. In teacher education, prospective teachers’ beliefs significantly influence their instructional choices and student achievement. This study investigates the direct effect of Habit of Mind on mathematical belief using second-order confirmatory factor analysis within a Structural Equation Modeling (SEM) framework. Data from 200 prospective mathematics teachers were collected via a cross-sectional survey. Results indicate a strong, positive impact of Habit of Mind on mathematical belief. Importance-Performance Map Analysis (IPMA) further suggests that fostering consistent, reflective thinking habits enhances mathematical beliefs. Among Habit of Mind dimensions, Applying Past Knowledge to New Situations, Metacognition, and Thinking Interdependently emerged as the most influential. These cognitive dispositions can be systematically developed through well-designed instructional strategies in university settings. The study highlights the necessity of integrating Habit of Mind development into teacher education programs to strengthen mathematical beliefs and support more effective mathematics teaching and learning.

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Publication Details

Journal
Edelweiss Applied Science and Technology
Published
2025-06-16
DOI
https://doi.org/10.55214/25768484.v9i6.8099
Primary Topic
Motivation and Self-Concept in Sports
Type
article
Field-Weighted Citation Impact
0.00

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article

Using SEM-PLS to examine the correlation between habit of mind and belief of mathematics pre- service students

Tri Sri Noor Asih, Meyta Dwi Kurniasih, Yohanes Leonardus Sukestiyarno, Wardono Wardono
Edelweiss Applied Science and Technology
Motivation and Self-Concept in Sports
article

Using SEM-PLS to examine the correlation between habit of mind and belief of mathematics pre- service students

Tri Sri Noor Asih, Meyta Dwi Kurniasih, Yohanes Leonardus Sukestiyarno, Wardono Wardono
article en

Abstract

Mathematical belief, encompassing cognitive, affective, and dispositional aspects, fundamentally shapes individuals’ attitudes toward mathematics. It reflects seriousness, confidence, and subjective stances in mathematical thinking and learning. In teacher education, prospective teachers’ beliefs significantly influence their instructional choices and student achievement. This study investigates the direct effect of Habit of Mind on mathematical belief using second-order confirmatory factor analysis within a Structural Equation Modeling (SEM) framework. Data from 200 prospective mathematics teachers were collected via a cross-sectional survey. Results indicate a strong, positive impact of Habit of Mind on mathematical belief. Importance-Performance Map Analysis (IPMA) further suggests that fostering consistent, reflective thinking habits enhances mathematical beliefs. Among Habit of Mind dimensions, Applying Past Knowledge to New Situations, Metacognition, and Thinking Interdependently emerged as the most influential. These cognitive dispositions can be systematically developed through well-designed instructional strategies in university settings. The study highlights the necessity of integrating Habit of Mind development into teacher education programs to strengthen mathematical beliefs and support more effective mathematics teaching and learning.

Edelweiss Applied Science and TechnologyVol. 9(6)
State University of Semarang (ID)
Universitas Negeri Semarang
Quality Education
Openalex Percentile: Top 84%
Motivation and Self-Concept in Sports
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Using SEM-PLS to examine the correlation between habit of mind and belief of mathematics pre- service students — Tri Sri Noor Asih, Meyta Dwi Kurniasih, et al. · Edelweiss Applied Science and Technology (2025) | TGRS Research Map | TGRS