The Role Of Demographic Factors On Students’ Online Self-Regulated Learning Strategies In Higher Education: Evidence From Indonesian University Students

Authors

  • Moh. Arsyad Arrafii ID Universitas Pendidikan Mandalika

DOI:

https://doi.org/10.36312/ijlic.v4i2.5546

Keywords:

SLR, higher education, demographic factors, online learning, gender differences, university students

Abstract

Self-Regulated Learning (SRL) is widely recognized as an important factor contributing to students’ academic success, particularly in online and technology-enhanced learning environments. This study examined the role of demographic factors in students’ use of SRL strategies in higher education. A quantitative survey design was employed involving 236 university students from public and private universities on Lombok Island, Indonesia. Data were collected using the Indonesian adaptation of the Online SRL Questionnaire (OSLQ). Independent-samples t-tests and one-way analyses of variance (ANOVA) were conducted to examine differences in SRL strategies based on gender, age group, field of specialization, and year level. The findings revealed no statistically significant differences in SRL strategies between male and female students, t(94.41) = 0.55, p = .587. Similarly, no significant differences were found across age groups, F(3, 232) = 2.36, p = .073, fields of specialization, F(4, 231) = 1.11, p = .352, or year levels, F(2, 233) = 2.63, p = .075. The effect sizes for all analyses were small, indicating that demographic characteristics explained little variation in students’ SRL strategies. The findings suggest that SRL may be influenced more by psychological, instructional, and environmental factors than by demographic characteristics. Implications for higher education practice and future research are discussed.

References

Acar, G., & Prudente, M. S. (2021). Development and validation of questionnaire on SRL strategies in online learning environment, The IAFOR International Conference on Education – Hawaii 2021 Official Conference Proceedings (pp. 199-211). https://doi.org/10.22492/issn.2189-1036.2021.14

Ambreen, M., Haqdad, A., & Saleem, W. (2016). Fostering self- regulated learning through distance education: a case study of M.Phil secondary teacher education program of Allama Iqbal Open University. Turkish Online Journal of Distance Education, 17(3), 120-135. https://doi.org/10.17718/tojde.89562

Arrafii, M. A., & Kasyfurrahman (2024). Evaluation of teacher feedback quality in English language instruction at secondary schools, Journal of English Language Proficiency, 1(1), 1-13

Arrafii, M. A., Sumarsono, D. and Suadiyatno, T. (2025). SRL strategies in distance education: Insights from Indonesian, Journal of Pedagogical Sociology and Psychology, https://doi.org/10.33902/jpsp.202534897

Barnard, L., Lan, W. Y., To, Y. M, Paton, V. O., & Lai, S. L. (2009). Measuring self-regulation in online and blended learning environments. Internet and Higher Education, 12(1), 1–6. https://doi.org/10.1016/j. iheduc.2008.10.005

Berger, F., Schreiner, C., Hagleitner, W., Jesacher-Rößler, L., Roßnagl, S., & Kraler, C. (2021). Predicting coping with self-regulated distance learning in times of covid-19: evidence from a longitudinal study. Frontiers in Psychology, 12(701255), 1-12. https://doi.org/10.3389/fpsyg.2021.701255

Boekaerts, M. (2011). Emotions, emotion regulation, and self-regulation of learning, in B. J. Zimmerman and D. H. Schunk (Eds), Handbook of Self-Regulation of Learning and Performance (pp. 408–425). New York, NY: Routledge.

Brenner, C.A. (2022) SRL, self-determination theory and teacher candidates’ development of competency-based teaching practices. Smart Learning Environments. 9(3), 1-14. https://doi.org/10.1186/s40561-021-00184-5

Cabrera, R., & Distor, J. (2022). Motivation as mediator between SRL and academic performance of senior high school students in distance learning: basis for proposed metacognitive strategies. International Multidisciplinary Research Journal, 4(3), 12-20. https://doi.org/10.54476/ioer-imrj/38687

Deasyanti, D., & Yudhistira, S. (2021). Goal orientation & metacognitive self-regulation students on discourse learning. Jurnal Pendidikan Indonesia, 10(4), 688-696 https://doi.org/10.23887/jpi-undiksha.v10i4.31396

Delen, E., & Liew, J. (2016). The use of interactive environments to promote self-regulation in online learning: a literature review. European Journal of Contemporary Education, 15(1). https://doi.org/10.13187/ejced.2016.15.24

Efklides, A. (2011). Interactions of metacognition with motivation and affect in SRL: the MASRL model. Educational Psychology, 46, 6–25. https://doi.org/10.1080/00461520.2011.538645

Fan, Y., John, S., Singh, S., Jovanović, J., & Gašević, D. (2021). A learning analytic approach to unveiling self-regulatory processes in learning tactics. LAK21: 11th International Learning Analytics and Knowledge Conference (pp. 184 – 195). https://doi.org/10.1145/3448139.3448211

Fischer, A. (2023). How do teachers promote self-regulation of learning when students need to learn at home? the moderating role of teachers’ ICT competency. Unterrichtswissenschaft, 52(1), 65-92. https://doi.org/10.1007/s42010-023-00191-0

Fung, J. J., Yuen, M., & Yuen, A. H. (2018). Validity evidence for a Chinese version of the online SRL questionnaire with average students and mathematically talented students. Measurement and Evaluation in Counseling and Development, 51(2), 111–124. https://doi.org/10.1080 /07481756.2017.1358056

Hemmler, Y. M. & Ifenthaler, D. (2024) SRL strategies in continuing education: A systematic review and meta-analysis, Educational Research Review, 45(2024), 100629. https://doi.org/10.1016/j.edurev.2024.100629

Hidayah, S. (2022). Online learning during the pandemic in Indonesia: a case study on digital divide and sociality among students. Jurnal Humaniora, 34(2), 149 -164. https://doi.org/10.22146/jh.72605

Jansen, R., Leeuwen, A., Janssen, J., & Kester, L. (2020). A mixed method approach to studying SRL in MOOCS. Frontline Learning Research, 8(2), 35-64. https://doi.org/10.14786/flr.v8i2.539

Kizilcec, R. F., Pérez-Sanagustín, M., & Maldonado, J. J. (2017). SRL strategies predict learner behavior and goal attainment in massive open online courses. Computers & Education, 104, 18–33. https://doi.org/10.1016/j.compedu.2016.10.001

Lilian, A., Ah-Choo, K., & Soon-Hin, H. (2021). Investigating SRL strategies for digital learning relevancy. Malaysian Journal of Learning and Instruction, 18(1), 29-64. https://doi.org/10.32890/mjli2021.18.1.2

Lin, L., Gong, Y., & Xu, N. (2021). Online SRL profiles: a study of Chinese as foreign language learners, Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.797786

Meshram, K., Paladino, Á., & Cotronei-Baird, V. S. (2022). Don’t waste a crisis: covid-19 and marketing students’ SRL in the online environment. Journal of Marketing Education, 44(2), 285-307. https://doi.org/10.1177/02734753211070561

Samruayruen, B., Enriquez, J. G., Natakuatoong, O., & Samruayruen, K. (2013). SRL: a key of a successful learner in online learning environments in Thailand. Journal of Educational Computing Research, 48(1), 45-69. https://doi.org/10.2190/ec.48.1.c

Santoso, H. B., Riyanti, R. D., Prastati, T., S., F. T. H., Susanty, A., & Yang, M. (2022). Learners’ online SRL skills in Indonesia open university: implications for policies and practice. Education Sciences, 12(7), 469. https://doi.org/10.3390/educsci12070469

Siadaty, M., Gašević, D., & Hatala, M. (2016). Trace-based micro-analytic measurement of SRL processes. Journal of Learning Analytics, 3(1), 183–214. https://doi.org/10.18608/jla.2016.31.11

Sulisworo, D, Fitrianawati, M, Maryani, I., Hidayat, S., Agusta, E., & Saputri, W. (2020) Students’ Self-Regulated Learning (SRL) profile dataset measured during Covid-19 mitigation in Yogyakarta, Indonesia, Data in Brief, 33(2020), 106422

Sutarni, N., Ramdhany, M. A., Hufad, A., & Kurniawan, E. (2021) SRL and digital learning environment: its effect on academic achievement during the pandemic, Cakrawala Pendidikan, 40(2), 374-388

Turan, Z., Küçük, S., & Karabey, S. (2022). The university students’ self-regulated effort, flexibility and satisfaction in distance education. International Journal of Educational Technology in Higher Education, 19(35), 1-17. https://doi.org/10.1186/s41239-022-00342-w

Ucar, H. (2023). The role of e-learning readiness on self-regulation in open and distance learning. Turkish Online Journal of Distance Education, 24(4), 146-159. https://doi.org/10.17718/tojde.1231705

Vilkova, K., & Shcheglov, I. (2021) Deconstructing SRL in MOOCs: In search of help-seeking mechanisms. Education and Information Technologies, 26 (2021), 17–33

Wang, C., Shannon, D. M., & Ross, M. E (2013) Students’ characteristics, SRL, technology self-efficacy, and course outcomes in online learning, Distance Education, 34(3), 302-323, https://doi.org/10.1080/01587919.2013.835779

Yot-Dominguez, C., & Marcelo, C. (2017) University students’ SRL using digital technologies, International Journal of Educational Technology in Higher Education, 14(38), 1-18. https://doi.org/10.1186/s41239-017-0076-8

Zecca, L., & Cotza, V. (2020). Distance relationships and educational fragilities: student voice research in digital third spaces. Research on Education and Media, 12(1), 34-41. https://doi.org/10.2478/rem-2020-0005

Zimmerman, B. J. (2000). Attaining self-regulation: a social cognitive perspective, in M. Boekaerts, P. R. Pintrich, and M. Zeidner (Eds), Handbook of Self-Regulation (pp. 13–40) San Diego, CA: Academic Press. https://doi.org/10.1016/b978-012109890-2/50031-7

Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory into Practice, 41(2), 64–70.

Zimmerman, B. J., & Martinez-Pons, M. (1986). Development of a structured interview for assessing student use of SRL strategies, American Educational Research Journal, 23(4), 614-628.

Downloads

Published

2026-07-31

Issue

Section

Articles

How to Cite

Arrafii, M. A. (2026). The Role Of Demographic Factors On Students’ Online Self-Regulated Learning Strategies In Higher Education: Evidence From Indonesian University Students. International Journal of Linguistics and Indigenous Culture, 4(2), 87-100. https://doi.org/10.36312/ijlic.v4i2.5546