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Analysis of Factors Affecting Academic Performance of Mathematics Education Doctoral Students: A Structural Equation Modeling Approach

Author

Listed:
  • Tommy Tanu Wijaya

    (School of Mathematical Sciences, Beijing Normal University, Beijing 100875, China
    These authors contributed equally to this work.)

  • Boran Yu

    (School of Mathematical Sciences, Beijing Normal University, Beijing 100875, China
    These authors contributed equally to this work.)

  • Fei Xu

    (Teachers College, Columbia University, New York, NY 10027, USA)

  • Zhiqiang Yuan

    (School of Mathematics and Statistics, Hunan Normal University, Changsha 410081, China)

  • Mailizar Mailizar

    (Mathematics Education Department, Universitas Syiah Kuala, Banda Aceh 23111, Indonesia)

Abstract

Student academic performance is an important indicator of doctoral education quality, but limited research has focused on how multiple influential factors of doctoral students’ academic performance work together. This study aims to explore the factors significantly affecting the academic performance of mathematics education doctoral students in Indonesia. Several factors were recognized from prior studies, such as the fear of delay, student engagement, parental support, teacher support, facilitating conditions, stress level, and well-being. An online questionnaire was designed and answered by a total of 147 mathematics education doctoral students. The partial least squares structural equation modeling (PLS-SEM) approach was adopted to analyze the questionnaire data. The results suggested that teacher support had the strongest positive effects on mathematics education doctoral students’ academic performance in Indonesia. Student engagement was the most significant positive factor in improving doctoral students’ well-being, while parental support could most significantly reduce their stress levels. Practically, these results are expected to provide implications to universities and supervisors regarding the improvement of doctoral students’ well-being to promote their academic success and further the quality of doctoral programs in education. Theoretically, these results can also contribute to building an empirical model that can be used to explore and explain how multiple factors could affect doctoral students’ academic performance in other contexts.

Suggested Citation

  • Tommy Tanu Wijaya & Boran Yu & Fei Xu & Zhiqiang Yuan & Mailizar Mailizar, 2023. "Analysis of Factors Affecting Academic Performance of Mathematics Education Doctoral Students: A Structural Equation Modeling Approach," IJERPH, MDPI, vol. 20(5), pages 1-23, March.
    • Handle: RePEc:gam:jijerp:v:20:y:2023:i:5:p:4518-:d:1086909
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    References listed on IDEAS

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    1. Dong, Chuanmei & Cao, Simin & Li, Hui, 2020. "Young children’s online learning during COVID-19 pandemic: Chinese parents’ beliefs and attitudes," Children and Youth Services Review, Elsevier, vol. 118(C).
    2. Tommy Tanu Wijaya & Peijie Jiang & Mailizar Mailizar & Akhmad Habibi, 2022. "Predicting Factors Influencing Preservice Teachers’ Behavior Intention in the Implementation of STEM Education Using Partial Least Squares Approach," Sustainability, MDPI, vol. 14(16), pages 1-24, August.
    3. Eberhardt, Wiebke & Brüggen, Elisabeth & Post, Thomas & Hoet, Chantal, 2021. "Engagement behavior and financial well-being: The effect of message framing in online pension communication," International Journal of Research in Marketing, Elsevier, vol. 38(2), pages 448-471.
    4. Kang, Weiyao & Shao, Bingjia, 2023. "The impact of voice assistants’ intelligent attributes on consumer well-being: Findings from PLS-SEM and fsQCA," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    5. David Ansong & Moses Okumu & Travis J. Albritton & Eva Paige Bahnuk & Eusebius Small, 2020. "The Role of Social Support and Psychological Well-Being in STEM Performance Trends across Gender and Locality: Evidence from Ghana," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 13(5), pages 1655-1673, October.
    6. Nor Aishah Abdullah & Nurulaini Abu Shamsi & Hashem Salarzadeh Jenatabadi & Boon-Kwee Ng & Khairul Anam Che Mentri, 2022. "Factors Affecting Undergraduates’ Academic Performance during COVID-19: Fear, Stress and Teacher-Parents’ Support," Sustainability, MDPI, vol. 14(13), pages 1-12, June.
    7. Sara M. González-Betancor & Pablo Dorta-González, 2020. "Risk of Interruption of Doctoral Studies and Mental Health in PhD Students," Mathematics, MDPI, vol. 8(10), pages 1-12, October.
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    Cited by:

    1. Bo Wang & Yangui Peng & Zhenxi Cao, 2024. "How Chinese Undergraduate Students’ Perceptions of Assessment for Learning Influence Their Responsibility for First-Year Mathematics Courses," Mathematics, MDPI, vol. 12(2), pages 1-18, January.
    2. Zhiqiang Yuan & Jing Liu & Xi Deng & Tianzi Ding & Tommy Tanu Wijaya, 2023. "Facilitating Conditions as the Biggest Factor Influencing Elementary School Teachers’ Usage Behavior of Dynamic Mathematics Software in China," Mathematics, MDPI, vol. 11(6), pages 1-18, March.

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