Determinants of High School Students’ Mathematics Achievement: The Role of Motivation, Self-Efficacy, and Productive Disposition

This study aims to determine the partial direct effects of learning motivation, self-efficacy, and productive disposition on students' mathematics learning outcomes. Previous studies have generally focused on only one or two affective variables in isolation, whereas this study seeks to integrate three key variables that reflect students' attitudes, beliefs, and behavioral tendencies in learning mathematics. An ex post facto approach was employed, involving a sample of 150 students. The instruments used consisted of a questionnaire to collect data on learning motivation, self-efficacy, and productive disposition, as well as a set of test questions to assess students’ mathematics learning outcomes. Based on the results of the data analysis, descriptive data indicated a tendency toward high scores in mathematics learning outcomes, along with varying levels of motivation, self-efficacy, and productive disposition. Further findings show that learning motivation, self-efficacy, and productive disposition each have a significant direct effect on students' mathematics learning outcomes. Therefore, enhancing learning motivation, fostering self-efficacy, and developing productive dispositions should be integral components of instructional strategies in schools to improve student learning outcomes in a comprehensive and sustainable manner.

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Publication Details

Journal
International Journal of Studies in Education and Science
Published
2025-08-30
DOI
https://doi.org/10.46328/ijses.5156
Primary Topic
Mathematics Education and Pedagogy
Type
article
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article

Determinants of High School Students’ Mathematics Achievement: The Role of Motivation, Self-Efficacy, and Productive Disposition

Muhammad Syarifuddin Rahman
International Journal of Studies in Education and Science
Mathematics Education and Pedagogy
article

Determinants of High School Students’ Mathematics Achievement: The Role of Motivation, Self-Efficacy, and Productive Disposition

Muhammad Syarifuddin Rahman
article en

Abstract

This study aims to determine the partial direct effects of learning motivation, self-efficacy, and productive disposition on students' mathematics learning outcomes. Previous studies have generally focused on only one or two affective variables in isolation, whereas this study seeks to integrate three key variables that reflect students' attitudes, beliefs, and behavioral tendencies in learning mathematics. An ex post facto approach was employed, involving a sample of 150 students. The instruments used consisted of a questionnaire to collect data on learning motivation, self-efficacy, and productive disposition, as well as a set of test questions to assess students’ mathematics learning outcomes. Based on the results of the data analysis, descriptive data indicated a tendency toward high scores in mathematics learning outcomes, along with varying levels of motivation, self-efficacy, and productive disposition. Further findings show that learning motivation, self-efficacy, and productive disposition each have a significant direct effect on students' mathematics learning outcomes. Therefore, enhancing learning motivation, fostering self-efficacy, and developing productive dispositions should be integral components of instructional strategies in schools to improve student learning outcomes in a comprehensive and sustainable manner.

International Journal of Studies in Education and ScienceVol. 6(4)
State University of Makassar (ID)
Openalex Percentile: Top 67%
Mathematics Education and Pedagogy
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Determinants of High School Students’ Mathematics Achievement: The Role of Motivation, Self-Efficacy, and Productive Disposition — Muhammad Syarifuddin Rahman · International Journal of Studies in Education and Science (2025) | TGRS Research Map | TGRS