Research Article

Latent profile analysis of students' science motivation and cognitive dimensions relationships

Volume: 14 Number: 2 April 30, 2025
TR EN

Latent profile analysis of students' science motivation and cognitive dimensions relationships

Abstract

The aim of this study was to identify students’ motivational beliefs in science and revealed the connections between the profiles and three cognitive dimensions of science achievement through the examination of the socio-economic status (SES) and gender covariates of the profile memberships. Latent profile analysis using science motivational beliefs was conducted, and resulted in a four-profile model. The emerging profiles were named “low motivation”, “moderate motivation”, “high motivation”, and “high motivation with very high confident”. The results showed that the boys were less likely to have “high motivation” and “high motivation with very high confidence” profiles than the girls. The students with high SES were more likely to belong to the high motivation groups. The differences between the mean scores of the students in different motivation profiles were statistically significant in all other pairwise comparisons, except for the comparisons between the low and moderate motivation profiles. Our findings suggest that students’ motivation toward science should take an integrative approach to improve students' cognitive dimensions of science achievement by considering students' gender and SES.

Keywords

Ethical Statement

I hereby declare that the data for the study mentioned above has been downloaded from the following webpage: https://www.iea.nl/studies/iea/timss/2019, and that this study falls under the category of research that does not require ethical committee approval. Cigdem Akin Arikan - Corresponding Author

References

  1. Acar, Ö. (2019). Investigation of the science achievement models for low and high achieving schools and gender differences in Turkey. Journal of Research in Science Teaching, 56(5), 649-675. https://doi.org/10.1002/tea.21517
  2. Ainley, M., & Ainley, J. (2011). A cultural perspective on the structure of student interest in science. International Journal of Science Education, 33(1), 51-71. https://doi.org/10.1080/09500 693.2010.518640
  3. Akaike, H. (1974). A new look at statistical model identification. IEEE Transactions on Automatic Control, AC-19(6), 716-723. https://doi.org/10.1109/tac.1974.1100705
  4. Akgündüz, D. (2016). A Research about the placement of the top thousand students placed in STEM fields in Turkey between the years 2000 and 2014. EURASIA Journal of Mathematics, Science and Technology Education, 12(5), 1365-1377.
  5. Asparouhov, T., & Muthén, B. (2010). Plausible values for latent variables using Mplus. Unpublished manuscript.
  6. Asparouhov, T., & Muthén, B. (2014). Auxiliary variables in mixture modeling: Using the BCH method in Mplus to estimate a distal outcome model and an arbitrary secondary model. Mplus web notes, 21(2), 1-22.
  7. Banchefsky, S., & Park, B. (2018). Negative gender ideologies and gender-science stereotypes are more pervasive in male-dominated academic disciplines. Social Sciences, 7(27), 1-21. https://doi.org/10.3390/socsci7020027
  8. Berger, N., Mackenzie, E., & Holmes, K. (2020). Positive attitudes towards mathematics and science are mutually beneficial for student achievement: a latent profile analysis of TIMSS 2015. The Australian Educational Researcher, 47(3), 409-444.7. https://doi.org/10.1007/s13384-020-00379-8

Details

Primary Language

English

Subjects

National and International Success Comparisons, Measurement and Evaluation in Education (Other)

Journal Section

Research Article

Publication Date

April 30, 2025

Submission Date

May 21, 2024

Acceptance Date

March 1, 2025

Published in Issue

Year 2025 Volume: 14 Number: 2

APA
Akın Arıkan, Ç., Acar Erdol, T., & Çüm, S. (2025). Latent profile analysis of students’ science motivation and cognitive dimensions relationships. Turkish Journal of Education, 14(2), 172-192. https://doi.org/10.19128/turje.1487696
AMA
1.Akın Arıkan Ç, Acar Erdol T, Çüm S. Latent profile analysis of students’ science motivation and cognitive dimensions relationships. TURJE. 2025;14(2):172-192. doi:10.19128/turje.1487696
Chicago
Akın Arıkan, Çiğdem, Tuba Acar Erdol, and Sait Çüm. 2025. “Latent Profile Analysis of Students’ Science Motivation and Cognitive Dimensions Relationships”. Turkish Journal of Education 14 (2): 172-92. https://doi.org/10.19128/turje.1487696.
EndNote
Akın Arıkan Ç, Acar Erdol T, Çüm S (April 1, 2025) Latent profile analysis of students’ science motivation and cognitive dimensions relationships. Turkish Journal of Education 14 2 172–192.
IEEE
[1]Ç. Akın Arıkan, T. Acar Erdol, and S. Çüm, “Latent profile analysis of students’ science motivation and cognitive dimensions relationships”, TURJE, vol. 14, no. 2, pp. 172–192, Apr. 2025, doi: 10.19128/turje.1487696.
ISNAD
Akın Arıkan, Çiğdem - Acar Erdol, Tuba - Çüm, Sait. “Latent Profile Analysis of Students’ Science Motivation and Cognitive Dimensions Relationships”. Turkish Journal of Education 14/2 (April 1, 2025): 172-192. https://doi.org/10.19128/turje.1487696.
JAMA
1.Akın Arıkan Ç, Acar Erdol T, Çüm S. Latent profile analysis of students’ science motivation and cognitive dimensions relationships. TURJE. 2025;14:172–192.
MLA
Akın Arıkan, Çiğdem, et al. “Latent Profile Analysis of Students’ Science Motivation and Cognitive Dimensions Relationships”. Turkish Journal of Education, vol. 14, no. 2, Apr. 2025, pp. 172-9, doi:10.19128/turje.1487696.
Vancouver
1.Çiğdem Akın Arıkan, Tuba Acar Erdol, Sait Çüm. Latent profile analysis of students’ science motivation and cognitive dimensions relationships. TURJE. 2025 Apr. 1;14(2):172-9. doi:10.19128/turje.1487696

Turkish Journal of Education is licensed under CC BY-NC 4.0