IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i17p13230-d1232307.html
   My bibliography  Save this article

Factor Structure of Student Science-Learning Motivation: Evidence from TIMSS U.S. Data

Author

Listed:
  • Fa Zhang

    (Department of Education, Open University of China, Beijing 100039, China
    Department of Foundations of Education, Virginia Commonwealth University, Richmond, VA 23284, USA)

  • Christine L. Bae

    (Department of Foundations of Education, Virginia Commonwealth University, Richmond, VA 23284, USA)

  • Michael D. Broda

    (Department of Foundations of Education, Virginia Commonwealth University, Richmond, VA 23284, USA)

  • Alison C. Koenka

    (Jeannine Rainbolt College of Education, The University of Oklahoma, Norman, OK 73019, USA)

Abstract

We investigated the structure of science motivation among a nationally representative sample of grade 8 students in the United States from the TIMSS dataset. Drawing on an integrative conceptual model of motivation, the following constructs from situative expectancy-value theory (SEVT) and self-determination theory (SDT) were examined through confirmatory factor analyses, including self-concept, task value (intrinsic and utility value), and sense of relatedness, to test the underlying factor structure of motivation. Internal validity evidence was established, which showed that a four-factor model fits the data significantly better than a three-factor model and one-factor model. This study contributes to the current literature by providing evidence of the four dimensions of motivation in a manner that is theoretically aligned with SEVT and SDT, and validated using the TIMSS dataset. The student’s sense of relatedness as a key interpersonal facet of learning motivation is highlighted in this study.

Suggested Citation

  • Fa Zhang & Christine L. Bae & Michael D. Broda & Alison C. Koenka, 2023. "Factor Structure of Student Science-Learning Motivation: Evidence from TIMSS U.S. Data," Sustainability, MDPI, vol. 15(17), pages 1-15, September.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:17:p:13230-:d:1232307
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/17/13230/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/17/13230/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Tun Zaw Oo & Anita Habók & Krisztián Józsa, 2023. "Empowering Educators to Sustain Reflective Teaching Practices: The Validation of Instruments," Sustainability, MDPI, vol. 15(9), pages 1-24, May.
    2. Yousef Wardat & Shashidhar Belbase & Hassan Tairab, 2022. "Mathematics Teachers’ Perceptions of Trends in International Mathematics and Science Study (TIMSS)-Related Practices in Abu Dhabi Emirate Schools," Sustainability, MDPI, vol. 14(9), pages 1-26, April.
    3. Mohd Shafie Rosli & Nor Shela Saleh & Azlah Md. Ali & Suaibah Abu Bakar, 2022. "Self-Determination Theory and Online Learning in University: Advancements, Future Direction and Research Gaps," Sustainability, MDPI, vol. 14(21), pages 1-21, November.
    4. Ledyard Tucker & Charles Lewis, 1973. "A reliability coefficient for maximum likelihood factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 38(1), pages 1-10, March.
    5. Nunziata Messina, 2023. "Sustainable Development: A Comparison between the Finnish and the Italian Education Systems," Sustainability, MDPI, vol. 15(10), pages 1-22, May.
    6. Petronella Elize Saal & Marien Alet Graham, 2023. "Comparing the Use of Educational Technology in Mathematics Education between South African and German Schools," Sustainability, MDPI, vol. 15(6), pages 1-19, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nuanphromsakul, Kajohnjak & Szczepańska-Woszczyna, Katarzyna & Kot, Sebastian & Chaveesuk, Singha & Chaiyasoonthorn, Wornchanok, 2022. "Sustainability of Rubber Farmers Cooperatives: Empirical Evaluation of Determining Factors," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 14(4), December.
    2. Mark Shevlin & David Boyda & James Houston & Jamie Murphy, 2015. "Measurement of the psychosis continuum: Modelling the frequency and distress of subclinical psychotic experiences," Psychosis, Taylor & Francis Journals, vol. 7(2), pages 108-118, April.
    3. E. Huebner & Rich Gilman & James Laughlin, 1999. "A Multimethod Investigation of the Multidimensionality of Children's Well-Being Reports: Discriminant Validity of Life Satisfaction and Self-Esteem," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 46(1), pages 1-22, January.
    4. Ali Safarnejad & Jose-Antonio Izazola-Licea, 2017. "Direct and indirect effects of enablers on HIV testing, initiation and retention in antiretroviral treatment and AIDS related mortality," PLOS ONE, Public Library of Science, vol. 12(2), pages 1-15, February.
    5. Lili Tian & Li Zhang & E. Scott Huebner & Xiaoting Zheng & Wang Liu, 2016. "The Longitudinal Relationship Between School Belonging and Subjective Well-Being in School Among Elementary School Students," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 11(4), pages 1269-1285, December.
    6. Ronald S. Burt, 1973. "Confirmatory Factor-Analytic Structures and the Theory Construction Process," Sociological Methods & Research, , vol. 2(2), pages 131-190, November.
    7. Sulaiman Olusegun Atiku & Ziska Fields & Ethel Abe, 2017. "Cultural Values and Human Resource Outcomes in the Nigerian Banking Industry," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 67(2), pages 26-46, April-Jun.
    8. Evangeline I. Chirayil & Claire L. Thompson & Sue Burney, 2014. "Predicting Human Papilloma Virus Vaccination and Pap Smear Screening Intentions Among Young Singaporean Women Using the Theory of Planned Behavior," SAGE Open, , vol. 4(4), pages 21582440145, October.
    9. Chong, Melody P.M. & Muethel, Miriam & Richards, Malika & Fu, Ping Ping & Peng, Tai-Kuang & Shang, Yu Fan & Caldas, Miguel P., 2013. "Influence behaviors and employees’ reactions: An empirical test among six societies based on a transactional–relational contract model," Journal of World Business, Elsevier, vol. 48(3), pages 373-384.
    10. Jon W. Hoelter, 1983. "The Analysis of Covariance Structures," Sociological Methods & Research, , vol. 11(3), pages 325-344, February.
    11. Bach Quang Ho & Yuki Inoue, 2020. "Driving Network Externalities in Education for Sustainable Development," Sustainability, MDPI, vol. 12(20), pages 1-16, October.
    12. Zhenhui (Jack) Jiang & Cheng Suang Heng & Ben C. F. Choi, 2013. "Research Note —Privacy Concerns and Privacy-Protective Behavior in Synchronous Online Social Interactions," Information Systems Research, INFORMS, vol. 24(3), pages 579-595, September.
    13. Lau, Patricia Yin Yin & Tong, Jane L.Y. Terpstra & Lien, Bella Ya-Hui & Hsu, Yen-Chen & Chong, Chooi Ling, 2017. "Ethical work climate, employee commitment and proactive customer service performance: Test of the mediating effects of organizational politics," Journal of Retailing and Consumer Services, Elsevier, vol. 35(C), pages 20-26.
    14. Zi Jia Ng & Eugene Scott Huebner & Alberto Maydeu-Olivares & Kimberly Joy Hills, 2018. "Confirmatory Factor Analytic Structure and Measurement Invariance of the Brief Multidimensional Students’ Life Satisfaction Scale (BMSLSS) in a Longitudinal Sample of Adolescents," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 11(4), pages 1237-1247, August.
    15. Cesar Ivan Aviles Gonzalez & Maura Galletta & Paola Melis & Paolo Contu & Jean Watson & Gabriele Finco & Maria Francisca Jimenez Herrera, 2019. "Cultural adaptation and psychometric validation of the Caring Efficacy scale in a sample of Italian nurses," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-11, May.
    16. Mecking, Rebecca-Ariane & Roosen, Jutta, 2015. "Consumer empowerment in food retailing and the role of altruistic motives: an application of the theory of planned behavior," 143rd Joint EAAE/AAEA Seminar, March 25-27, 2015, Naples, Italy 202698, European Association of Agricultural Economists.
    17. Khawar Ahmed Khan & Fei Ma & Muhammad Ali Akbar & Mohammad Shariful Islam & Maryam Ali & Shaif Noor, 2024. "Reverse Logistics Practices: A Dilemma to Gain Competitive Advantage in Manufacturing Industries of Pakistan with Organization Performance as a Mediator," Sustainability, MDPI, vol. 16(8), pages 1-20, April.
    18. Daniel Shek & Xiang Li, 2016. "Perceived School Performance, Life Satisfaction, and Hopelessness: A 4-Year Longitudinal Study of Adolescents in Hong Kong," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 126(2), pages 921-934, March.
    19. Raymond Loi & Hang-Yue Ngo, 2010. "Mobility norms, risk aversion, and career satisfaction of Chinese employees," Asia Pacific Journal of Management, Springer, vol. 27(2), pages 237-255, June.
    20. Dyego Carlos Souza Anacleto de Araújo & Sylmara Nayara Pereira & Willian Melo dos Santos & Pedro Wlisses dos Santos Menezes & Kérilin Stancine dos Santos Rocha & Sabrina Cerqueira-Santos & André Faro , 2021. "Brazilian version of the Personal Report of Communication Apprehension: Cross-cultural adaptation and psychometric evaluation among healthcare students," PLOS ONE, Public Library of Science, vol. 16(2), pages 1-13, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:17:p:13230-:d:1232307. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.