Mobile-Accessible MOOCs, Design Thinking, and Self-Directed Learning
A Quasi-Experimental Study of Creative Thinking and Problem-Solving in Higher Education
DOI:
https://doi.org/10.3991/ijim.v20i20.62299Keywords:
MOOCs, Creative Thinking, Problem Solving, design thinkingAbstract
Mobile-accessible massive open online courses (MOOCs) are widely adopted in Indonesian higher education, yet many undergraduates still struggle with the creative thinking and problem-solving competencies expected in the digital workplace. This study investigated whether embedding mobile-accessible MOOC modules from major platforms into a design thinking (DT) instructional cycle produces stronger higher-order thinking gains than DT delivered through conventional lecturer-curated materials and whether self-directed learning (SDL) moderates that effect. A quasi-experimental, non-equivalent control-group design was implemented over one 16-week semester with 93 third-semester students at a public Indonesian university. Participants were assigned to a DT-MOOCs group (n = 46) or a DT Non-MOOCs group (n = 47). Creative thinking and problem-solving were assessed preand post-intervention using validated instruments, and outcomes were expressed as normalised-gain scores. Two-way MANOVA with non-parametric robustness checks revealed that the DT-MOOCs group significantly outperformed the control group on both outcomes, with very large effect sizes. An ordinal strategy × SDL interaction showed that the DT-MOOCs advantage widened as SDL level increased, whereas SDL alone did not exert a significant marginal effect. Given the modest sample and quasi-experimental design, the moderation finding is treated as preliminary. The results suggest that mobile-accessible MOOC integration functions as an inclusive amplifier of higher-order thinking within a DT framework, while deliberate SDL-building scaffolds may be needed to maximise benefits for learners with lower self-direction.
References
[1] L. F. Alvarado, "Design thinking as an active teaching methodology in higher education: A systematic review," Frontiers in Education, vol. 10, art. 1462938, 2025, doi: 10.3389/feduc.2025.1462938.
[2] S. Guaman-Quintanilla, P. Everaert, K. Chiluiza, and M. Valcke, "Impact of design thinking in higher education: A multi-actor perspective on problem solving and creativity," International Journal of Technology and Design Education, vol. 33, no. 1, pp. 217–240, 2023, doi: 10.1007/s10798-021-09724-z.
[3] E. R. Skywark, E. Chen, and V. Jagannathan, "Using the design thinking process to co-create a new, interdisciplinary design thinking course to train 21st century graduate students," Frontiers in Public Health, vol. 9, art. 777869, 2022, doi: 10.3389/fpubh.2021.777869.
[4] Y. Zhu, Y. Li, Y. Wu, and H. Yang, "A meta-analysis of the effects of design thinking on student learning," Humanities and Social Sciences Communications, vol. 11, art. 794, 2024, doi: 10.1057/s41599-024-03237-5.
[5] J. E. McLaughlin et al., "Design thinking teaching and learning in higher education: Experiences across four universities," PLOS ONE, vol. 17, no. 3, art. e0265902, 2022, doi: 10.1371/journal.pone.0265902.
[6] C. Wrigley, G. Mosely, and M. Tomitsch, "Design thinking education: A comparison of massive open online courses," She Ji: The Journal of Design, Economics, and Innovation, vol. 4, no. 3, pp. 275–292, 2018, doi: 10.1016/j.sheji.2018.06.002.
[7] M. Y. Doo, M. Zhu, and C. J. Bonk, "Influence of self-directed learning on learning outcomes in MOOCs: A meta-analysis," Distance Education, vol. 44, no. 1, pp. 86–105, 2023, doi: 10.1080/01587919.2022.2155618.
[8] K. Karatas and I. Arpaci, "The role of self-directed learning, metacognition, and 21st century skills predicting the readiness for online learning," Contemporary Educational Technology, vol. 13, no. 3, art. ep300, 2021, doi: 10.30935/cedtech/10786.
[9] T. A. Aslamiyah, P. Setyosari, and H. Praherdhiono, "Blended learning dan kemandirian belajar mahasiswa Teknologi Pendidikan," Jurnal Kajian Teknologi Pendidikan, vol. 2, no. 2, pp. 109–114, 2019, doi: 10.17977/um038v2i22019p109.
[10] I. L. Kurniawati, P. Setyosari, I. W. Dasna, and H. Praherdhiono, "Integrating PBL and flipped classroom to enhance students' argumentation and self-directed learning," JPBI (Jurnal Pendidikan Biologi Indonesia), vol. 11, no. 1, pp. 1–13, 2025, doi: 10.22219/jpbi.v11i1.37430.
[11] E. P. Adi, H. Praherdhiono, D. I. Hatun, Y. Prihatmoko, and D. A. Pradana, "Effectiveness of Learning Management System of Universitas Negeri Malang in supporting distance learning," JTP Jurnal Teknologi Pendidikan, vol. 26, no. 1, pp. 183–197, 2024, doi: 10.21009/jtp.v26i1.39468.
[12] C. A. Nugraha, D. Kuswandi, and H. Praherdhiono, "Teacher professional development to train digital skills with Technological Pedagogical Content Knowledge (TPACK)," JTP Jurnal Teknologi Pendidikan, vol. 24, no. 3, pp. 268–280, 2022, doi: 10.21009/jtp.v24i3.31019.
[13] İ. A. Tekkol and M. Demirel, "An investigation of self-directed learning skills of undergraduate students," Frontiers in Psychology, vol. 9, art. 2324, 2018, doi: 10.3389/fpsyg.2018.02324.
[14] L. J. Cronbach and R. E. Snow, Aptitudes and Instructional Methods: A Handbook for Research on Interactions. New York, NY, USA: Irvington, 1977.
[15] R. R. Hake, "Interactive-engagement versus traditional methods: A six-thousand-student survey of mechanics test data for introductory physics courses," American Journal of Physics, vol. 66, no. 1, pp. 64–74, 1998, doi: 10.1119/1.18809.
[16] E. P. Torrance, Torrance Tests of Creative Thinking: Norms Technical Manual. Princeton, NJ, USA: Personnel Press, 1966.
[17] G. Polya, How to Solve It: A New Aspect of Mathematical Method. Princeton, NJ, USA: Princeton University Press, 1945.
[18] D. Kuswandi and A. Wedi, "Pengembangan model asesmen sebagai pembelajaran berbasis mobile untuk melatih berpikir kreatif dan kritis mahasiswa," Edcomtech: Jurnal Kajian Teknologi Pendidikan, vol. 6, no. 2, pp. 220–232, 2021, doi: 10.17977/um039v6i22021p220.
[19] G. V. Glass, P. D. Peckham, and J. R. Sanders, "Consequences of failure to meet assumptions underlying the fixed effects analyses of variance and covariance," Review of Educational Research, vol. 42, no. 3, pp. 237–288, 1972, doi: 10.3102/00346543042003237.
[20] M. J. Blanca, R. Alarcón, J. Arnau, R. Bono, and R. Bendayan, "Non-normal data: Is ANOVA still a valid option?" Psicothema, vol. 29, no. 4, pp. 552–557, 2017, doi: 10.7334/psicothema2016.383.
[21] J. Cohen, Statistical Power Analysis for the Behavioral Sciences, 2nd ed. Hillsdale, NJ, USA: Lawrence Erlbaum Associates, 1988.
[22] B. Balakrishnan, "Exploring the impact of design thinking tool among design undergraduates: A study on creative skills and motivation to think creatively," International Journal of Technology and Design Education, vol. 32, no. 3, pp. 1799–1812, 2022, doi: 10.1007/s10798-021-09652-y.
[23] J. Qian, X. Li, T. Liu, M. Zhang, and K. Li, "Direct and indirect effects of self-directed learning on creativity in healthcare undergraduates: A chain mediation model of openness to challenge and diversity and creative self-efficacy," Frontiers in Psychology, vol. 14, art. 1182692, 2023, doi: 10.3389/fpsyg.2023.1182692.
[24] M. Zhu and M. Y. Doo, "The relationship among motivation, self-monitoring, self-management, and learning strategies of MOOC learners," Journal of Computing in Higher Education, vol. 34, no. 2, pp. 321–342, 2022, doi: 10.1007/s12528-021-09301-2.
[25] A. Bathla, G. Chawla, M. Hofaidhllaoui, and M. Dabic, "Exploring the dynamics of design thinking in management education and training: A critical review, taxonomic analysis and practical implications," European Journal of Innovation Management, vol. 27, no. 9, pp. 337–359, 2024, doi: 10.1108/EJIM-12-2023-1108.
[26] A. Rusmann and S. Ejsing-Duun, "When design thinking goes to school: A literature review of design competences for the K-12 level," International Journal of Technology and Design Education, vol. 32, no. 4, pp. 2063–2091, 2022, doi: 10.1007/s10798-021-09692-4.
[27] L. Lin, R. Shadiev, W.-Y. Hwang, and S. Shen, "From knowledge and skills to digital works: An application of design thinking in the information technology course," Thinking Skills and Creativity, vol. 36, art. 100646, 2020, doi: 10.1016/j.tsc.2020.100646.
[28] M. Hamori, "Self-directed learning in massive open online courses and its application at the workplace: Does employer support matter?" Journal of Business Research, vol. 157, art. 113590, 2023, doi: 10.1016/j.jbusres.2022.113590.
[29] J. O. Wobbrock, L. Findlater, D. Gergle, and J. J. Higgins, "The aligned rank transform for nonparametric factorial analyses using only ANOVA procedures," in Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '11), Vancouver, Canada, 2011, pp. 143–146, doi: 10.1145/1978942.1978963.
[30] A. D. Samala, S. A. Papadakis, and S. Rawas, "Global insights into mobile learning in higher education: A PRISMA-guided bibliometric analysis from 2007 to 2023," International Journal of Educational Reform, advance online publication, 2025, doi: 10.1177/10567879251341869.
[31] M. Drolia, S. Papadakis, E. Sifaki, and M. Kalogiannakis, "Mobile learning applications for refugees: A systematic literature review," Education Sciences, vol. 12, no. 2, art. 96, 2022, doi: 10.3390/educsci12020096.
[32] R. Rizal, E. Surahman, H. Aripin, and R. Maulidah, "Problem-Based Learning Management System (PBLMS): A mobile learning application to facilitate creative thinking skills (CTS) of prospective physics teachers," International Journal of Interactive Mobile Technologies (iJIM), vol. 18, no. 1, pp. 97–109, 2024, doi: 10.3991/ijim.v18i01.46417.
[33] J. Li and H. Liu, "The impact of interactive mobile technology on enhancing self-management and autonomous learning abilities in higher education," International Journal of Interactive Mobile Technologies (iJIM), vol. 20, no. 5, pp. 24–38, 2026, doi: 10.3991/ijim.v20i05.60727.
[34] R. R. Mantilla Guiza, "Enhancing algorithmic design through mobile-supported constructivist learning: A problem-based approach," International Journal of Interactive Mobile Technologies (iJIM), vol. 20, no. 6, pp. 125–141, 2026, doi: 10.3991/ijim.v20i06.58489.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Winarno, Dedi Kuswandi, Purnomo, Henry Praherdhiono

This work is licensed under a Creative Commons Attribution 4.0 International License.

