Meta-analysis of digital-based learning to improve learning outcomes
Keywords
Abstract
The learning process in the 4.0 revolution era has changed from conventional systems to digital. It causes every component of education to use various features of digital technology as a learning medium, so this study aims to determine and analyze the effectiveness and influence of digital-based learning media on learning outcomes in economics subjects in senior and vocational high school. The meta-analysis by examining the results of research that are relevant to research variables from various research articles and theses is used in this study. Twenty-six studies examined digital-based cooperative learning media. The findings present that the effectiveness of digital-based learning media is effective in improving student learning outcomes. The quality of educators influences the effectiveness of using digital-based learning media in learning materials according to the tools or media used so that students' enthusiasm in participating in learning increases.
References
Ardiansyah, R., & Diella, D. (2019). Implementasi e-learning berbasis assessment for learning untuk meningkatkan performa belajar mahasiswa. BIOSFER : Jurnal Biologi Dan Pendidikan Biologi, 3(2). https://doi.org/10.23969/biosfer.v3i2.1292
Ariesta, F. W., Suwarno, & Olifia, R. (2019). Effectiveness of E-Learning Media to Improve Learning Outcomes Natural Science in Primary Schools. Journal of Education Research and Evaluation, 3(2), 88. https://doi.org/10.23887/jere.v3i2.17203
Arkorful, V., & Abaidoo, N. (2015). The role of e-learning, advantages and disadvantages of its adoption in higher education. International Journal of Instructional Technology and Distance Learning, 12(1), 29–42.
Biel, J. I., & Gatica-Perez, D. (2013). The youtube lens: Crowdsourced personality impressions and audiovisual analysis of vlogs. IEEE Transactions on Multimedia, 15(1), 41–55. https://doi.org/10.1109/TMM.2012.2225032
Card, D., Mas, A., Moretti, E., & Saez, E. (2012). Inequality at work: The effect of peer salaries on job satisfaction. American Economic Review, 102(6), 2981–3003. https://doi.org/10.1257/aer.102.6.2981
Chomariyah, S. (2019). Development of Interactive Multimedia on Ablution and Prayer Learning to Introduce Religious and Moral Values for Kindergarten. Journal of Primary Education, 8(3), 270–280.
Creemers, B. P. M., & Kyriakides, L. (2010). Using the dynamic model to develop an evidence-based and theory-driven approach to school improvement. Irish Educational Studies, 29(1), 5–23. https://doi.org/10.1080/03323310903522669
Darmawan, R. (2016). The Development of Vlogging As Learning Media To. 105.
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, 25, 23–38. https://doi.org/10.1016/j.edurev.2018.09.003
Dell, C. A., Low, C., & Wilker, J. F. (2010). Comparing Student Achievement in Online and Face-to-Face Class Formats. Merlot Journal of Online Learning and Teaching, 6(1), 30–42.
Gray, J. A., & DiLoreto, M. (2016). The Effects of Student Engagement, Student Satisfaction, and Perceived Learning in Online Learning Environments This. NCPEA International Journal of Educational Leadership Preparation, 11(1), 98–119.
Hsiao, C. C., Huang, J. C. H., Huang, A. Y. Q., Lu, O. H. T., Yin, C. J., & Yang, S. J. H. (2019). Exploring the effects of online learning behaviors on short-term and long-term learning outcomes in flipped classrooms. Interactive Learning Environments, 27(8), 1160–1177. https://doi.org/10.1080/10494820.2018.1522651
Ismiyati, I., Kartowagiran, B., Muhyadi, M., Sholikah, M., Suparno, S., & Tusyanah, T. (2021). Understanding Students’ Intention to Use Mobile Learning at Universitas Negeri Semarang: An Alternative Learning from Home During Covid-19 Pandemic. Journal of Educational, Cultural and Psychological Studies (ECPS Journal), 23. https://doi.org/10.7358/ecps-2021-023-ismi
Joosten, T., & Cusatis, R. (2019). A cross-institutional study of instructional characteristics and student outcomes: Are quality indicators of online courses able to predict student success? Online Learning Journal, 23(4), 354–378. https://doi.org/10.24059/olj.v23i4.1432
Kong, Y., Seo, Y. S., & Zhai, L. (2018). Comparison of reading performance on screen and on paper: A meta-analysis. Computers and Education, 123, 138–149. https://doi.org/10.1016/j.compedu.2018.05.005
Korhonen, A. M., Ruhalahti, S., & Veermans, M. (2019). The online learning process and scaffolding in student teachers’ personal learning environments. Education and Information Technologies, 24(1), 755–779. https://doi.org/10.1007/s10639-018-9793-4
Kustyarini, Utami, S., & Koesmijati, E. (2020). The Effectiveness of Interactive Learning Media Based on Edutainment in Writing Skills for Text Procedure. KnE Social Sciences, 2020, 565–575. https://doi.org/10.18502/kss.v4i12.7631
Kyriakides, L., Christoforou, C., & Charalambous, C. Y. (2013). What matters for student learning outcomes: A meta-analysis ofstudies exploring factors of effective teaching. Teaching and Teacher Education, 36, 143–152. https://doi.org/10.1016/j.tate.2013.07.010
Kyriakides, L., Creemers, B. P. M., Panayiotou, A., Vanlaar, G., Pfeifer, M., Cankar, G., & McMahon, L. (2014). Using student ratings to measure quality of teaching in six European countries. European Journal of Teacher Education, 37(2), 125–143. https://doi.org/10.1080/02619768.2014.882311
Lilis, A., & Iswara, Ulfah Setia Retnani, E. D. (2020). The Effectiveness of Using E-Learning as Learning Media. JKBM (Jurnal Konsep Bisnis Dan Manajemen), 7(November), 72–81. https://doi.org/10.31289/jkbm.v7i1.4333
Lin, M. H., Chen, H. C., & Liu, K. S. (2017). A study of the effects of digital learning on learning motivation and learning outcome. Eurasia Journal of Mathematics, Science and Technology Education, 13(7), 3553–3564. https://doi.org/10.12973/eurasia.2017.00744a
Mufidah, Z., & Roifah, M. (2020). Vlog as learning media to train english fluency and public speaking skill. Prosodi: Junral Ilmu Bahasa Dan Sastra, 14(1), 45–56.
Paul, J., & Jefferson, F. (2019). A Comparative Analysis of Student Performance in an Online vs. Face-to-Face Environmental Science Course From 2009 to 2016. Frontiers in Computer Science, 1(November). https://doi.org/10.3389/fcomp.2019.00007
Pernanda, D., Agni Zaus, M., Wulansari, R., & Islami, S. (2018). Effectiveness of instructional media based on interactive cd learning on basic network at vocational high school : improving student cognitive ability. Proceeding ICESST 2018, ICESST, 443–447. https://doi.org/10.29210/2018163
Prestiadi, D., Maisyaroh, Arifin, I., & Bhayangkara, A. N. (2020). Meta-Analysis of Online Learning Implementation in Learning Effectiveness. Proceedings - 2020 6th International Conference on Education and Technology, ICET 2020, August 2021, 109–114. https://doi.org/10.1109/ICET51153.2020.9276557
Quealy, J., & Langan-Fox, J. (1999). The Role of Learning Theories in the Design of Effective Online Learning Environments. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 43(5), 410–414. https://doi.org/10.1177/154193129904300504
Retnawati, H., Apino, E., Kartianom, K., Djidu, H., & Anazifa, R. D. (2018). Pengantar analisis meta. Parama Publishing.
Rubio-Aparicio, M., MarÃn-MartÃnez, F., Sánchez-Meca, J., & López-López, J. A. (2018). A methodological review of meta-analyses of the effectiveness of clinical psychology treatments. Behavior Research Methods, 50(5), 2057–2073. https://doi.org/10.3758/s13428-017-0973-8
Rusilanti, & Nurlaila. (2017). Developing An Interactive Instructional Compact Disk. Jurnal Pendidikan Teknologi Dan Kejuruan, Volume 23.
Sahronih, S., Purwanto, A., & Sumantri, M. S. (2019). The effect of interactive learning media on students’ science learning outcomes. PervasiveHealth: Pervasive Computing Technologies for Healthcare, Part F1483, 20–24. https://doi.org/10.1145/3323771.3323797
Sholikah, M., & Harsono, D. (2021). Enhancing Student Involvement Based on Adoption Mobile Learning Innovation as Interactive Multimedia. International Journal of Interactive Mobile Technologies (IJIM), 15(08), 101. https://doi.org/10.3991/ijim.v15i08.19777
Suryani, N. (2016). Utilization of digital media to improve the quality and attractiveness of the teaching of history. The 2nd International Conference On Teacher Training and Education, 2(1), 131–144.
Taqwa, A. , & Sandi, V. N. (2019). Students’ Experiences of Using Vlog to Learn English. Journal of Foreign Languange Teaching and Learning, 4(1), 1–13. https://doi.org/10.18196/ftl.4134
Tong, G., & Guo, G. (2019). Meta-analysis in Sociological Research: Power and Heterogeneity. Sociological Methods and Research. https://doi.org/10.1177/0049124119882479
Wei, H. C., & Chou, C. (2020). Online learning performance and satisfaction: do perceptions and readiness matter? Distance Education, 41(1), 48–69. https://doi.org/10.1080/01587919.2020.1724768
Yasmi, F., Hutabri, E., & Asril. (2017). the Need of Interactive Cd Media Development Based on Character in Course of Development of Participants in Higher Education. Jurnal Pendidikan Dan Pengajaran, 50(3), 117–118.
Yavuzalp, N., & Bahcivan, E. (2021). A structural equation modeling analysis of relationships among university students’ readiness for e-learning, self-regulation skills, satisfaction, and academic achievement. Research and Practice in Technology Enhanced Learning, 16(1). https://doi.org/10.1186/s41039-021-00162-y
Yuwono, K. T., & Sujono, H. D. (2018). The Effectiveness of E-Learning: A Meta-Analysis. Journal of Physics: Conference Series, 1140(1). https://doi.org/10.1088/1742-6596/1140/1/012024
Zhao, L. (2017). Comparisons of Artifact Correction Procedures for Meta-Analysis: An Empirical Examination on Correcting Reliabilities. ProQuest Dissertations and Theses, 2017, 158.