The mediating role of critical thinking skills in the relationship between technology-based learning, digital competence, and academic achievement

Authors

  • Sulfiani Masri Universitas Sawerigading
  • Leonardo Davidsi Sipayung Universitas Negeri Makassar
  • Andhi Febisatria Universitas Negeri Makassar

DOI:

https://doi.org/10.33474/j-reall.v7i1.24783

Keywords:

academic achievement, critical thinking skills, digital competence, higher education, technology-based learning

Abstract

Teaching and learning approaches have developed alongside the growing adoption of digital technologies in higher education. However, the effect of these technologies on students' academic achievement remains unclear. Previous research has yielded mixed findings. Several studies suggest that digital competence and technology-based learning enhance academic performance, while others report only marginal advantages, especially for students with lower cognitive abilities. These discrepancies highlight a notable gap in the literature, as previous research has largely concentrated on academic performance, digital learning, and digital competence separately without sufficiently explaining the mechanisms that link them. This limitation leads to an incomplete understanding of how digital technologies improve learning outcomes and may contribute to inefficient implementation in educational settings. Therefore, there is a need for a more integrated framework to clarify these relationships. This study proposes a model that views critical thinking as a crucial mediating mechanism that connects digital competence and technology-based learning to academic achievement. This study employs a survey of 264 purposively selected undergraduate students from a university in Makassar, with data analyzed using SEM-PLS. The findings demonstrate that technology-based learning and digital competence significantly affect academic achievement, both directly and indirectly through critical thinking as a mediating variable. Overall, this study emphasizes the importance of incorporating critical thinking into technology-based learning to promote academic achievement in higher education and provides empirical evidence of the role of cognitive processes in shaping digital learning outcomes.

References

Abrami, P. C., Bernard, R. M., Borokhovski, E., Waddington, D. I., Wade, A., & Persson, T. (2015). Strategies for teaching students to think critically: A meta-analysis. Review of Educational Research, 85(2), 275–314. https://doi.org/10.3102/0034654314551063

Adeoye, M. A. (2023). Problem-solving skills among 21st-century learners toward learning outcomes. Thinking Skills and Creativity Journal. https://doi.org/10.12973/iji.2018.11449a

Ahmad, I. F., Setiawati, F. A., Prihatin, R. P., Fitriyah, Q. F., & Thontowi, Z. S. (2024). Technology-based learning effect on the learning outcomes of Indonesian students: A meta-analysis. International Journal of Evaluation and Research in Education (IJERE), 13(2), 892. https://doi.org/10.11591/ijere.v13i2.25383

Akpur, U. (2020). Critical, reflective, creative thinking and their reflections on academic achievement. Thinking Skills and Creativity, 37, 100683. https://doi.org/10.1016/j.tsc.2020.100683

Apuke, O. D. (2017). Quantitative research methods: A synopsis approach. Kuwait Chapter of Arabian Journal of Business and Management Review, 6(11), 40–47. https://doi.org/10.12816/0040336

Ardhiani, O., Hadjam, M. N. R., & Fitriani, D. R. (2023). Digital literacy and student academic performance in universities: A meta-analysis. Journal of Psychology and Instruction, 5(2), 103–113.

Aslam, M., Arshad, M., & Karim, R. (2024). Impact of technology-based learning on academic performance of undergraduate level students. Academy of Education and Social Sciences Review, 4(2), 197–205. https://doi.org/10.48112/aessr.v4i2.728

Asosiasi Penyelenggara Jasa Internet Indonesia. (2025). Laporan survei penetrasi dan perilaku pengguna internet Indonesia 2025 [Report on internet penetration and user behavior in Indonesia 2025]. APJII. https://apjii.or.id/

Bojórquez-Roque, M. S., Garcia-Cabot, A., Garcia-Lopez, E., & Oliva-Córdova, L. M. (2024). Digital competence learning ecosystem in higher education: A mapping and systematic review of the literature. IEEE Access, 12, 87596–87614. https://doi.org/10.1109/ACCESS.2024.3416906

Bond, M., Bedenlier, S., Marín, V. I., & Händel, M. (2021). Emergency remote teaching in higher education: Mapping the first global online semester. International Journal of Educational Technology in Higher Education, 18(1), 50. https://doi.org/10.1186/s41239-021-00282-x

Chikileva, L. S., Chistyakov, A. A., Busygina, M. V., Prokopyev, A. I., Grib, E. V., & Tsvetkov, D. N. (2023). A review of empirical studies examining the effects of e-learning on university students’ academic achievement. Contemporary Educational Technology, 15(4), ep449. https://doi.org/10.30935/cedtech/13418

Cutumisu, M., Schwartz, D. L., & Lou, N. M. (2020). The relation between academic achievement and the spontaneous use of design-thinking strategies. Computers & Education, 149, 103806. https://doi.org/10.1016/j.compedu.2020.103806

Eluemuno, A. (2025). Digital competence and academic performance: The role of self-directed learning and self-efficacy. Frontiers in Education, 10, 1590274. https://doi.org/10.3389/feduc.2025.1590274

Ennis, R. H. (2011). The nature of critical thinking: An outline of critical thinking dispositions and abilities. Inquiry: Critical Thinking Across the Disciplines, 26(2), 1–8.

Facione, P. A. (1990). Critical thinking: A statement of expert consensus for purposes of educational assessment and instruction. American Philosophical Association.

Fernández-Gutiérrez, M., Gimenez, G., & Calero, J. (2020). Is the use of ICT in education leading to higher student outcomes? Economics of Education Review, 80, 102066. https://doi.org/10.1016/j.econedurev.2020.102066

González-Zamar, M.-D., Abad-Segura, E., López-Meneses, E., & Gómez-Galán, J. (2020). Managing ICT for sustainable education: research analysis in the context of higher education. sustainability, 12(19), 8254. https://doi.org/10.3390/su12198254

Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet (Vol. 19, Issue 2). https://doi.org/10.2753/MTP1069-6679190202

Halpern, D. F. (2014). Thought and knowledge: An introduction to critical thinking. Psychology Press.

Hatlevik, O. E., & Christophersen, K.-A. (2013). Digital competence at the beginning of upper secondary school: Identifying factors explaining digital inclusion. Computers & Education, 63, 240–247. https://doi.org/10.1016/j.compedu.2012.11.015

Heidari, K. (2020). Critical thinking and EFL learners’ performance on textually-explicit, textually-implicit, and script-based reading items. Thinking Skills and Creativity, 37, 100703. https://doi.org/10.1016/j.tsc.2020.100703

Kallas, K., & Pedaste, M. (2022). How to improve the digital competence for e-learning? Applied Sciences, 12(13), 6582. https://doi.org/10.3390/app12136582

Karafi̇l, B., & Uyar, A. (2023). Exploring the relationship between digital addiction and online learning readiness levels of university students. Journal of Educational Technology and Online Learning, 6(3), 647–664. https://doi.org/10.31681/jetol.1268410

Kusumo, B., Sutrisman, H., Simanjuntak, R., Prihartanto, A., Askrening, A., & Yunus, R. (2024). The impact of technology-based learning on student engagement and achievement in the digital era. International Journal of Educational Evaluation and Policy Analysis, 1(4), 41–53. https://doi.org/10.62951/ijeepa.v1i4.55

Luo, Q., Chen, L., Yu, D., & Zhang, K. (2023). The mediating role of learning engagement between self-efficacy and academic achievement among Chinese college students. Psychology Research and Behavior Management, Volume 16, 1533–1543. https://doi.org/10.2147/PRBM.S401145

Ng, D. T. K., Leung, J. K. L., Su, J., Ng, R. C. W., & Chu, S. K. W. (2023). Teachers’ AI digital competencies and twenty-first century skills in the post-pandemic world. Educational Technology Research and Development, 71(1), 137–161. https://doi.org/10.1007/s11423-023-10203-6

Organization for Economic Co-operation and Development. (2021). OECD digital education outlook 2021: Pushing the frontiers with artificial intelligence, blockchain and robots. OECD Publishing.

Putera, R. P., Baiti, N. H., & Meilina, A. P. (2024). Problem-solving method in improving students’ critical thinking abilities in social studies learning. International Journal of Educational Research, 1(3), 1–10. https://doi.org/10.62951/ijer.v1i3.41

Sánchez-Caballé, A., Gisbert-Cervera, M., Esteve-Mon, F., & González-Martínez, J. (2020). Digital competence of university students: A systematic literature review. Education Sciences, 10(2), 48. https://doi.org/10.3390/educsci10020048

Suhartono, S., Ausat, A. M. A., & Azzaakiyyah, H. K. (2025). Exploring the impact of English proficiency and digital competence on academic achievement: How critical thinking skills make a difference. Jurnal Kependidikan: Jurnal Hasil Penelitian Dan Kajian Kepustakaan Di Bidang Pendidikan, Pengajaran Dan Pembelajaran, 11(1), 63. https://doi.org/10.33394/jk.v11i1.14572

Tee, T. K., Nasir, N. A., Noor, M. H. M., Azid, N., Hanapi, Z., Sukardi, & Wu, M. C. (2023). Thinking style and inventive problem-solving skill for technical and engineering students. 020031. https://doi.org/10.1063/5.0123967

Valencia, N. P., & Shodiq, S. F. (2024). Educational transformation: Implementation of technology-based learning models in improving critical thinking skills in boarding school environments. Journal of Innovation in Educational and Cultural Research, 5(2), 329–336. https://doi.org/10.46843/jiecr.v5i2.1538

van Laar, E., van Deursen, A. J. A. M., van Dijk, J. A. G. M., & de Haan, J. (2017). The relation between 21st-century skills and digital skills: A systematic literature review. Computers in Human Behavior, 72, 577–588. https://doi.org/10.1016/j.chb.2017.03.010

van Laar, E., van Deursen, A. J. A. M., van Dijk, J. A. G. M., & de Haan, J. (2020). Determinants of 21st-century digital skills: A large-scale survey among working professionals. Computers in Human Behavior, 100, 93–104. https://doi.org/10.1016/j.chb.2019.06.017

Vuorikari, R., Kluzer, S., & Punie, Y. (with Europäische Kommission). (2022). DigComp 2.2 - the digital competence framework for Citizens: With new examples of knowledge, skills and attitudes. Publications Office of the European Union. https://doi.org/10.2760/115376

Wang, X.-W., Zhu, Y.-J., & Zhang, Y.-C. (2022). An empirical study of college students’ reading engagement on academic achievement. Frontiers in Psychology, 13, 1025754. https://doi.org/10.3389/fpsyg.2022.1025754

Wen, X., & Walters, S. M. (2022). The impact of technology on students’ writing performances in elementary classrooms: A Meta-Analysis. Computers and Education Open, 3, 100082. https://doi.org/10.1016/j.caeo.2022.100082

World Bank. (2022). Education in Indonesia: Learning outcomes and challenges. World Bank. https://www.worldbank.org/

Yang, J., Tlili, A., Huang, R., Zhuang, R., & Bhagat, K. K. (2021). Development and validation of a digital learning competence scale: A comprehensive review. Sustainability, 13(10), 5593. https://doi.org/10.3390/su13105593

Zhang, J., & Zeng, Y. (2024). Effect of college students’ smartphone addiction on academic achievement: The mediating role of academic anxiety and moderating role of sense of academic control. Psychology Research and Behavior Management, Volume 17, 933–944. https://doi.org/10.2147/PRBM.S442924

Specific Indirect Effects

Downloads

Published

2026-04-03

How to Cite

Masri, S., Sipayung, L. D., & Febisatria, A. (2026). The mediating role of critical thinking skills in the relationship between technology-based learning, digital competence, and academic achievement. Journal of Research on English and Language Learning (J-REaLL), 7(1), 290–304. https://doi.org/10.33474/j-reall.v7i1.24783