Promoting Learners’ Autonomy through Metacognitive, Higher-Order Thinking Skills and Digital Literacy of Indonesian Private Universities
Article Number: e2025204 | Available Online: May 2025 | DOI: 10.22521/edupij.2025.16.204
Abdul Wahid , Nur Afni , Sujarwo Sujarwo
Full text PDF |
3534 |
2047
Abstract
|
Background/purpose. With expanding technology and globalization, the educational system must teach students academic knowledge and in-depth practical skills, including critical and independent thinking. This study aims to investigate how learner autonomy affects higher-order thinking skills, metacognition, and digital literacy in Indonesian private universities. Materials/methods. This study applied a quantitative approach, with a total number of participants of 1.232 students (N=1.232). It employed cluster random sampling to select participants in Indonesian private universities. Multivariate SEM-PLS data analysis was used. Results. The findings show that the t-test statistic of 2.021 at a 5% significance level (p < 0.05) substantiates this positive impact. This indicates that digital literacy (DL) substantially impacts learner autonomy (LAT). Equipping students with SRL, metacognitive methods, and HOTS can augment their autonomy in learning. HOTS (analyze, wise decision, new knowledge connection, creative solution) shows statistically significant effects on students' digital literacy through easy-to-use technology, accurate information, and technology collaboration in use. Improved digital literacy helps students to regulate their learning process and reflect on themselves, hence developing metacognitive namely study reflection, evaluation, special strategy, and own learning strategy. Moreover, metacognitive skills improve learner autonomy, meaning that students with strong self-regulation capacity are more likely to properly monitor and guide their learning. |
Conclusion. By improving students' access to, analysis of, and application of knowledge, digital literacy strengthens their critical thinking abilities and self-regulation of learning practices. Recommendation to enhance self-regulated learning strategies and encourage students to critically evaluate, reflect, and make informed academic and professional decisions by identifying these interconnections.
Keywords: Autonomy, digital literacy, HOTS, metacognitive, private universities
ReferencesAgasisti, T., Antequera, G., & Delprato, M. (2023). Technological resources, ICT use and schools efficiency in Latin America – Insights from OECD PISA 2018. International Journal of Educational Development, 99. https://doi.org/10.1016/j.ijedudev.2023.102757
Agih, P. A. A.-O., & Odumomsi Agih, A. A. (2019). Bloom’s Taxonomy Revisited. https://www.ndu.edu.ng/wp-content/uploads/inaugural-lectures/34th-Inaugural-Lecture.pdf
Alavi, S. M., Borzabadi, D., & Dashtestani, R. (2016). Computer Literacy in Learning Academic English: Iranian EAP Students’ and Instructors’ Attitudes and Perspectives. Teaching English with Technology, 16(4), 56–77. https://www.ceeol.com/search/article-detail?id=455478
Ardi, P. (2017). Promoting learner autonomy through Schoology m-learning platform in an EAP class at an Indonesian university. Teaching English with Technology, 17(2), 55–76. https://www.ceeol.com/search/article-detail?id=527569
Atoy, M. B., Garcia, F. R. O., Cadungog, R. R., Cua, J. D. O., Mangunay, S. C., & De Guzman, A. B. (2020). Linking digital literacy and online information searching strategies of Philippine university students: The moderating role of mindfulness. Journal of Librarianship and Information Science, 52(4), 1015–1027. https://doi.org/10.1177/0961000619898213
Cohen, L., Manion, L., & Morrison, K. (2017). Research Methods in Education. In RoutledgeFalmer. https://doi.org/10.4324/9781315456539
Collier, J. (2020). Applied structural equation modeling using AMOS: Basic to advanced techniques. Routledge. https://www.taylorfrancis.com/books/mono/10.4324/9781003018414/applied-structural-equation-modeling-using-amos-joel-collier
Dang, T. T. (2012). Learner Autonomy: A Synthesis of Theory and Practice. The Internet Journal of Language, Culture and Society, 35(1), 52–67. https://doi.org/10.4324/9781003018414
Danilenko, A., Kosmidis, I., Shershneva, V., & Vainshtein, Y. (2018). Learner autonomy in modern higher education. SHS Web of Conferences, 48, 01022. https://doi.org/10.1051/shsconf/20184801022
Delgado, P., Vargas, C., Ackerman, R., & Salmerón, L. (2018). Don’t throw away your printed books: A meta-analysis on the effects of reading media on reading comprehension. Educational Research Review. https://doi.org/10.1016/j.edurev.2018.09.003
El Messaoudi, M. (2024). The Impact of a Blended Learning Model on Undergraduate University Students’ Digital Literacy Skills: Empirical Evidence from Higher Education. Educational Process International Journal, 13(4). https://doi.org/10.22521/edupij.2024.134.5
Feriyanto, F., & Putri, R. O. E. (2020). Developing Mathematics Module Based on Literacy and Higher Order Thinking Skills (HOTS) Questions to Train Critical Thinking Ability of High School Students in Mojokerto. Journal of Physics: Conference Series, 1594(1). https://doi.org/10.1088/1742-6596/1594/1/012014
Göltl, K., Ambros, R., Dolezal, D., & Motschnig, R. (2024). Pre-Service Teachers’ Perceptions of Their Digital Competencies and Ways to Acquire Those through Their Studies and Self-Organized Learning. Education Sciences, 14(9), 951. https://doi.org/10.3390/educsci14090951
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
Hair, J.F., Ringle, C.M. and Sarstedt, M. (2011). PLS-SEM: indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–151. https://www.tandfonline.com/doi/abs/10.2753/MTP1069-6679190202
Hu, J., & Yu, H. (2023). Impact of extracurricular synchronous and asynchronous computer-mediated communication between students and teachers on digital reading performance: Evidence from 53 countries/regions. Education and Information Technologies, 28(2), 1559–1586. https://doi.org/10.1007/s10639-022-11223-0
Ichsan, I. Z., Sigit, D. V., Miarsyah, M., Ali, A., Arif, W. P., & Prayitno, T. A. (2019). HOTS-AEP: Higher Order Thinking Skills from Elementary to Master Students in Environmental Learning. European Journal of Educational Research, volume–8–2019(volume8-issue4.html), 935–942. https://doi.org/10.12973/eu-jer.8.4.935
Koç, D. K., & Koç, S. E. (2016). Understanding Learner Autonomy through Cognitive, Metacognitive and Social Strategies Used by English Language Learners in a Computer-based Classroom. The Journal of Language Teaching and Learning, 6(2), 58–69. https://www.jltl.com.tr/index.php/jltl/article/view/30
Kong, S. C. (2014). Developing information literacy and critical thinking skills through domain knowledge learning in digital classrooms: An experience of practicing flipped classroom strategy. Computers & Education, 78, 160–173. https://doi.org/10.1016/j.compedu.2014.05.009
Kuhn, D. (2000). Metacognitive Development. Current Directions in Psychological Science, 9(5), 178–181. https://journals.sagepub.com/doi/abs/10.1111/1467-8721.00088
Lathipatud Durriyah, T., & Zuhdi, M. (2018). Digital Literacy With EFL Student Teachers: Exploring Indonesian Student Teachers’ Initial Perception About Integrating Digital Technologies Into a Teaching Unit. International Journal of Education and Literacy Studies, 6(3), 53. https://doi.org/10.7575/aiac.ijels.v.6n.3p.53
Lee, J., Moon, J., & Cho, B. (2015). The Mediating Role of Self-Regulation Between Digital Literacy and Learning Outcomes in the Digital Textbook for Middle School English. Educational Technology International, 16(1), 58–83. https://koreascience.kr/article/JAKO201512359828224.page
Leino, K. (2014). The relationship between ICT use and reading literacy Focus on 15-year-old Finnish students. https://jyx.jyu.fi/bitstreams/e50f8ee1-b5fa-4d3b-9d6a-71f6086167b2/
Littlewood, W. (1996). “Autonomy”: An anatomy and a framework. System, 24(4), 427–435. https://doi.org/10.1016/S0346-251X(96)00039-5
Lo, N. P.-K. (2024). The Confluence of Digital Literacy and Eco-Consciousness: Harmonizing Digital Skills with Sustainable Practices in Education. Platforms, 2(1), 15–32. https://doi.org/10.3390/platforms2010002
Loi, N. V. (2017). Promoting learner autonomy: Lesson from using project work as a supplement in English skills courses. Can Tho University Journal of Science, 07, 118–125. https://doi.org/10.22144/ctu.jen.2017.057
Lovšin Kozina, F., & Metljak, M. (2022). Integrating the Contents of Financial Literacy in the Teaching Process: Teachers’ Perspectives. European Journal of Educational Research, 11(4), 2265–2273. https://doi.org/10.12973/eu-jer.11.4.2265
Lu, K., Yang, H. H., Shi, Y., & Wang, X. (2021). Examining the key influencing factors on college students’ higher-order thinking skills in the smart classroom environment. International Journal of Educational Technology in Higher Education, 18(1), 1. https://doi.org/10.1186/s41239-020-00238-7
Marboot, K., Roohani, A., & Mirzaei, A. (2020). Investigating Iranian EFL Students’ Metacognitive Online Reading Strategies, Critical Thinking, and Their Relationship: A Mixed-Methods Study. Issues in Language Teaching, 9(1). https://doi.org/10.22054/ilt.2020.50833.475
Mariñas, K. A. A., Sato, J., Jou, Y. T., & Mariñas, A. G. A. (2023). Influence of Keywords Color on Time Pressure in Synchronous Online Learning for Non-Native English Students: An Eye-tracking Approach. In Proceedings of the 7th International Conference on Education and Multimedia Technology, December, 266–272. https://doi.org/10.1145/3625704.3625708
Mills, Geoffrey E.; Gay, L. R. (2019). Educational Research: Competencies for Analysis and Applications, 12th Edition. https://thuvienso.hoasen.edu.vn/handle/123456789/9427
Mohammadi, R. R., Saeidi, M., & Ahangari, S. (2020). Self-regulated learning instruction and the relationships among self-regulation, reading comprehension and reading problem solving: PLS-SEM approach. Cogent Education, 7(1). https://doi.org/10.1080/2331186X.2020.1746105
Mohammadi Zenouzagh, Z., Admiraal, W., & Saab, N. (2023). Learner autonomy, learner engagement and learner satisfaction in text-based and multimodal computer mediated writing environments. Education and Information Technologies, 28(11), 14283–14323. https://doi.org/10.1007/s10639-023-11615-w
Moshman, D. (2018). Metacognitive Theories Revisited. Educational Psychology Review, 30(2), 599–606. https://doi.org/10.1007/s10648-017-9413-7
Mukhlis, M., Suwandi, S., Rohmadi, M., & Setiawan, B. (2023). Higher Order Thinking Skills in Reading Literacy Questions at Vocational High Schools in Indonesia. International Journal of Language Education, 7(4). https://doi.org/10.26858/ijole.v7i4.37603
Mulyana, R., & Maylawati, D. S. (2024). Exploratory data analysis to reveal learning loss condition in Islamic religious education. International Journal of Evaluation and Research in Education (IJERE), 13(1), 43. https://doi.org/10.11591/ijere.v13i1.26344
Munzenmaier, C., & Rubin, N. (2013). PERSPECTIVES Bloom’s taxonomy: What’s Old Is New Again. The eLearning Guild. www.eLearningGuild.com
Nosratinia, M., & Zaker, A. (2014). Metacognitive Attributes and Liberated Progress: The Association Among Second-Language Learners’ Critical Thinking, Creativity, and Autonomy. Sage Open, 4(3), 2158244014547178. https://doi.org/10.1177/2158244014547178
Nuong, Y., Nguyen, T., & Nguyen, H. B. (2022). Teachers ’ Strategies In Incorporating Higher-Order Thinking Skills In Reading Classes. European Journal of English Language Teaching, 7(4), 15–33. https://doi.org/10.46827/ejel.v7i4.4393
Nurhikmah H, Ramli, A. M., Sujarwo, Bena, B. A., Arwadi, F., Syawaluddin, A., & Dedikasi Malik Nur, I. (2024). Teachers’ Readiness in Online Learning: Digital Literacy-Self-Efficacy, Pedagogical Competence, Attitude, Infrastructure, and Management Support. Electronic Journal of E-Learning, 22(8), 93–105. https://doi.org/10.34190/ejel.22.8.3358
Orakcı, Ş. (2021). Exploring the relationships between cognitive flexibility, learner autonomy, and reflective thinking. Thinking Skills and Creativity, 41, 100838. https://doi.org/10.1016/j.tsc.2021.100838
Padilla, N., Padilla, Y., Andrade, J. L., & Yumi, L. (2024). Design and Implementation of an Educational App as a Methodology to Improve Speaking Skills in EFL Students at B1 Level: A Case Study. European Journal of Educational Research, volume–13–2024(volume–13–issue–3–july–2024), 1199–1213. https://doi.org/10.12973/eu-jer.13.3.1199
Peled, Y. (2021). Pre-service teacher’s self-perception of digital literacy: The case of Israel. Education and Information Technologies, 26(3), 2879–2896. https://doi.org/10.1007/s10639-020-10387-x
Perera, M. U. (2018). Analyzing the Relationships between Digital Literacy and Self-Regulated Learning of Undergraduates – A Preliminary Investigation. In Advances in Information Systems Development: Methods, Tools and Management. Springer International Publishing, 1–16. https://link.springer.com/chapter/10.1007/978-3-319-74817-7_1
Pinski, M., Haas, M.-J., & Benlian, A. (2024). Building Metaknowledge in AI Literacy – The Effect of Gamified vs. Text-based Learning on AI Literacy Metaknowledge. Hawaii International Conference on System Sciences. https://doi.org/10.24251/HICSS.2023.619
Pratiwi, D. I., & Waluyo, B. (2023). Autonomous learning and the use of digital technologies in online English classrooms in higher education. Contemporary Educational Technology, 15(2), ep423. https://doi.org/10.30935/cedtech/13094
Prior, D. D., Mazanov, J., Meacheam, D., Heaslip, G., & Hanson, J. (2016). Attitude, digital literacy and self efficacy: Flow-on effects for online learning behavior. The Internet and Higher Education, 29, 91–97. https://doi.org/10.1016/j.iheduc.2016.01.001
Retnawati, H., Djidu, H., Kartianom, Apino, E., & Anazifa, R. D. (2018). Teachers’ knowledge about higher-order thinking skills and its learning strategy. Problems of Education in the 21st Century, 76(2), 215–230. https://doi.org/10.33225/pec/18.76.215
Rosmayanti, V., Noni, N., & Patak, A. A. (2022). Students’ Acceptance of Technology Use in Learning English Pharmacy. International Journal of Language Education, 6(3), 314–331. https://doi.org/10.26858/ijole.v6i3.24144
Sadaf, A., & Gezer, T. (2020). Exploring factors that influence teachers’ intentions to integrate digital literacy using the decomposed theory of planned behavior. Journal of Digital Learning in Teacher Education, 36(2), 124–145. https://doi.org/10.1080/21532974.2020.1719244
Schraw, G., & Moshman, D. (1995). Metacognitive theories. Educational Psychology Review, 7(4), 351–371. https://doi.org/10.1007/BF02212307
Setyarini, S., Salim, H., & Purnawarman, P. (2024). Higher-Order Thinking Skills HOTS-based literacy media: An innovative learning strategy to promote the secondary students’ social awareness. Forum for Linguistic Studies, 5(2). https://doi.org/10.59400/fls.v5i2.1706
Sharma, P. N., Sarstedt, M., Shmueli, G., Kim, K. H., & Thiele, K. O. (2019). PLS-Based Model Selection: The Role of Alternative Explanations in Information Systems Research. Journal of the Association for Information Systems, 20(24), 346–397. https://doi.org/10.17005/1.jais.00538
Shlianchak, S., Riezina, O., Fursykova, T., Koretska, V., & Koretskyi, O. (2024). Digital Literacy Education For The 21st Century: Navigation Information In A Connected World. Synesis, 16(1), 461–477. https://seer.ucp.br/seer/index.php/synesis/article/view/2954
Siddiq, F., & Scherer, R. (2019). Is there a gender gap? A meta-analysis of the gender differences in students’ ICT literacy. Educational Research Review, 27(June 2018), 205–217. https://doi.org/10.1016/j.edurev.2019.03.007
Siriwattanarat, R., Meethongjan, K., Tsailexthim, D., & Wongroj, W. (2024). The study of digital literacy components for youths during the COVID-19 pandemic in Bangkok, Thailand. International Journal of Evaluation and Research in Education , 13(1), 607–616. https://doi.org/10.11591/ijere.v13i1.26575
Sujarwo, Abdul Hakim Yassi, Herawaty Abbas, & Harlinah sahib. (2024). An Interactive-Based E-Module of Translation Technology of Blended and Online Learning to Improve Autonomous Learning. The Seyreport Journal (TSRJ), 19(06), 193–209. https://doi.org/10.5281/ZENODO.11547317
Suryawati, E., Suzanti, F., Suwondo, S., & Yustina, Y. (2018). The implementation of school-literacy-movement: Integrating scientific literacy, characters, and HOTS in science learning. JPBI (Jurnal Pendidikan Biologi Indonesia), 4(3), 215–224. https://doi.org/10.22219/jpbi.v4i3.6876
Susiati, A., Adisyahputra, A., & Miarsyah, M. (2018). Correlation of comprehension reading skill and higher-order thinking skill with scientific literacy skill of senior high school biology teacher. Biosfer, 11(1), 1–12. https://doi.org/10.21009/biosferjpb.11-1.1
Syamsuri, A. S., & Bancong, H. (2022). Do Gender and Regional Differences Affect Students’ Reading Literacy? A Case Study in Indonesia. Eurasian Journal of Applied Linguistics, 8(1), 97–1110. https://doi.org/10.32601/ejal.911522
Teng, M. F., & Yue, M. (2023). Metacognitive writing strategies, critical thinking skills, and academic writing performance: A structural equation modeling approach. Metacognition and Learning, 18(1), 237–260. https://doi.org/10.1007/s11409-022-09328-5
Thongsomnuek, N., Kantathanawat, T., Pimdee, P., & Charoentham, M. (2024). Empowering High-School Students in the Digital Era: Integrating Constructivist and Metacognitive Approaches to Learning. Kurdish Studies, 12(2), 5918–5930. https://doi.org/10.58262/ks.v12i2.440
Ting, Y.-L. (2015). Tapping into students’ digital literacy and designing negotiated learning to promote learner autonomy. The Internet and Higher Education, 26, 25–32. https://doi.org/10.1016/j.iheduc.2015.04.004
Toffoli, D., & Perrot, L. (2017). Autonomy, the Online Informal Learning of English (OILE) and Learning Resource Centers (LRCs): The Relationships Between Learner Autonomy, L2 Proficiency, L2 Autonomy and Digital Literacy. In The Online Informal Learning of English (1st ed., pp. 198–228). https://hal.science/hal-04054026/
Tsamago, H. E., & Bayaga, A. (2024). Investigating the correlation between metacognitive skills and conceptual understanding using self-organised learning environments pedagogy. South African Journal of Education, 44(3), 1–17. https://doi.org/10.15700/saje.v44n3a2411
Valdev Singh, R. K., & Shaari, A. H. (2019). The analysis of Higher-Order Thinking skills in English reading comprehension tests in Malaysia. Malaysian Journal of Society and Space, 15(01), 12–26. https://doi.org/10.17576/geo-2019-1501-02
Wu, J. (2014). Gender differences in online reading engagement, metacognitive strategies, navigation skills and reading literacy. Journal of Computer Assisted Learning, 30(3), 252–271. https://doi.org/10.1111/jcal.12054
Xiangjun, H., & Kaur Swaran Singh, C. (2024). The Incorporation of Higher Order Thinking Skills in a Blended EFL Reading Classroom. International Journal of Academic Research in Progressive Education and Development, 13(1), Pages 83-98. https://doi.org/10.6007/IJARPED/v13-i1/19916
Yatani, K., Sramek, Z., & Yang, C.-L. (2024). AI as Extraherics: Fostering Higher-order Thinking Skills in Human-AI Interaction (arXiv:2409.09218). arXiv. http://arxiv.org/abs/2409.09218
Yuriza, P. E., Adisyahputra, A., & Sigit, D. V. (2018). Correlation between higher-order thinking skills and level of intelligence with scientific literacy on junior high school students. Biosfer, 11(1), 13–21. https://doi.org/10.21009/biosferjpb.11-1.2
Zaha, A. (2022). Analysis of the Interrelatedness of Self -Regulation, Learners‟ Engagement, and Self-Perceived Development in a Synchronous Online EFL Reading Course. World Journal of English Language, 12(8), 39–48. https://doi.org/10.5430/wjel.v12n8p39
Zeng, N., Liu, Y., Gong, P., Hertogh, M., & König, M. (2021). Do right PLS and do PLS right: A critical review of the application of PLS-SEM in construction management research. Frontiers of Engineering Management, 8(3), 356–369. https://link.springer.com/article/10.1007/s42524-021-0153-5