Abstract
The objective of this quantitative and qualitative study is to analyze the students' perceptions about the use of Facebook and Google classroom through deep learning and decision tree algorithms. The participants are 54 students (42 men and 12 women) from the Faculty of Sciences at the National Autonomous University of Mexico during the 2022 school year. In this study, the results of the deep learning algorithm indicate that Facebook and Google classroom positively influence the motivation and participation in the distance education. Likewise, the decision tree algorithm facilitated the identification of the predictive conditions about the use of these technological tools considering the characteristics of the students. In conclusion, teachers can use Facebook and Google classroom to encourage the creation of new school activities, promote the participation of the students from anywhere and motivate the participants during the distance learning.
References
Abuzant, M., Ghanem, M., Abd-Rabo, A., & Daher, W. (2021). Quality of Using Google Classroom to Support the Learning Processes in the Automation and Programming Course. International Journal of Emerging Technologies in Learning, 16(6), 72-87. https://doi.org/10.3991/ijet.v16i06.18847
Aidoo, B., Vesterinen, V. M., Macdonald, M. A., Gísladóttir, B., & Pétursdóttir, S. (2022). Perceptions of Ghanaian Student Teachers on Benefits and Challenges of the Flipped Classroom: A Case Study. Contemporary Educational Technology, 14(4), ep377. https://doi.org/10.30935/cedtech/12163
Albashtawi, A. H., & Al-Bataineh, K. B. (2020). The Effectiveness of Google Classroom Among EFL Students in Jordan: An Innovative Teaching and Learning Online Platform. International Journal of Emerging Technologies in Learning, 15(11), 78-88. https://doi.org/10.3991/ijet.v15i11.12865
Alshalawi, A. S. (2022). The Influence of Social Media Networks on Learning Performance and Students’ Perceptions of Their Use in Education: A Literature Review. Contemporary Educational Technology, 14(4), ep378. https://doi.org/10.30935/cedtech/12164
Altakhaineh, A. R. M., & Al-Jallad, M. Z. (2018). The Use of Twitter and Facebook in Teaching Mechanics of Writing to Arabic-Speaking EFL Learners. International Journal of Emerging Technologies in Learning, 13(9), 4-14. https://doi.org/10.3991/ijet.v13i09.8457
Bervell, B., Umar, I. N., Masood, M., Kumar, J. A., Armah, J. K., & Somuah, B. A. (2022). Promoting Voluntary Use Behavior of Learning Management Systems Among Tutors for Blended Learning in Distance Higher Education. Contemporary Educational Technology, 14(4), ep379. https://doi.org/10.30935/cedtech/12193
Boylu, E., Isik, P. & Isik, O. F. (2022). Covid-19 pandemic and emergency distance turkish teaching. Turkish Online Journal of Distance Education, 23(4), 212-234. https://doi.org/10.17718/tojde.1182784
Carnevale, S., Di Napoli, I., Esposito, F., & Arcidiacono, C. (2021). Drawingvoice 2.0: classroom joint designing and Facebook interactions to develop reflexivity and awareness. Educational Technology Research and Development, 69, 2939-2962. https://doi.org/10.1007/s11423-021-10042-3
Courtney, S. A., Miller, M. E. S., & Gisondo, M. J. (2022). The Impact of COVID-19 on Teachers’ Integration of Digital Technology. Contemporary Educational Technology, 14(4), ep387. https://doi.org/10.30935/cedtech/12420
Deane, J. A., & Clunie, G. (2021). Healthcare professionals in research (HPiR) Facebook community: a survey of U.K. doctoral and postdoctoral healthcare professionals outside of medicine. BMC Medical Education, 21, 236. https://doi.org/10.1186/s12909-021-02672-1
Duzgun, S. (2022). Exploring teachers’ views on emotion transfer in virtual classrooms during emergency remote teaching. Turkish Online Journal of Distance Education, 23(4), 1-19. https://doi.org/10.17718/tojde.1182741
Erlina, N., Prayekti, P. & Wicaksono, I. (2022). Atomic physics teaching materials in blended learning to improve self-directed learning skills in distance education. Turkish Online Journal of Distance Education, 23(4), 20-38. https://doi.org/10.17718/tojde.1182747
Francom, G. M., Schwan, A., & Nuatomue, J. N. (2021). Comparing Google Classroom and D2L Brightspace Using the Technology Acceptance Model. TechTrends, 65, 111-119. https://doi.org/10.1007/s11528-020-00533-0
Gray, C. M. (2022). Building an Ethnographic Toolbox: Engaging Analog and Digital Tools in Virtual and Physical Spaces. TechTrends 66, 56-67. https://doi.org/10.1007/s11528-021-00680-y
Gupta, A., & Pathania, P. (2021). To study the impact of Google Classroom as a platform of learning and collaboration at the teacher education level. Education and Information Technologies, 26, 843-857. https://doi.org/10.1007/s10639-020-10294-1
Jumaat, N. F., Ahmad, N., Samah, N. A., Ashari, Z. M., Ali, D. F., & Abdullah, A. H. (2019). Facebook as a Platform of Social Interactions for Meaningful Learning. International Journal of Emerging Technologies in Learning, 14(4), 151-159. https://doi.org/10.3991/ijet.v14i04.9363
Kimmons, R., Rosenberg, J., & Allman, B. (2021). Trends in Educational Technology: What Facebook, Twitter, and Scopus Can Tell us about Current Research and Practice. TechTrends, 65, 125-136. https://doi.org/10.1007/s11528-021-00589-6
Lee, A. R., Baıley, D., & Almusharraf, N. (2022). South korean university students’ views of online learning during the covid-19 pandemic. Turkish Online Journal of Distance Education, 23(4), 39-52. https://doi.org/10.17718/tojde.1182753
Mailizar, M., Umam, K., & Elisa, E. (2022). The Impact of Digital Literacy and Social Presence on Teachers’ Acceptance of Online Professional Development. Contemporary Educational Technology, 14(4), ep384. https://doi.org/10.30935/cedtech/12329
Nagovitsyn, R. S., Valeeva, R. A., Osipov, A. Y., Kudryavtsev, M. D., & Zakharova, L. V. (2021). Upbringing of Student Teachers in Extracurricular Activities in the Context of Distance Learning. International Journal of Emerging Technologies in Learning, 16(8), 61-76. https://doi.org/10.3991/ijet.v16i08.19103
Quesnelle, K. M., & Montemayor, J. R. (2020). A Multi-Institutional Study Demonstrating Undergraduate Medical Student Engagement with Question-Type Facebook Posts. Medical Science Educator, 30, 111-115. https://doi.org/10.1007/s40670-019-00910-2
Saidu, M. K., & Al-Mamun, M. A. (2022). Exploring the Factors Affecting Behavioural Intention to Use Google Classroom: University Teachers’ Perspectives in Bangladesh and Nigeria. TechTrends, 66, 681-696. https://doi.org/10.1007/s11528-022-00704-1
Salinda-Premadasa, H. K., Kapila-Tharanga, R. M., Waruni-Thiranagama, A., & Niroshan Walpita, C. (2019). Remodeling the educational usage of Facebook in smart-mobile age. Education and Information Technologies, 24, 41-61. https://doi.org/10.1007/s10639-018-9759-6
Shoaib, M., Sayed, N., Amara, N., Latif, A., Azam, S., & Muhammad, S. (2022). Prediction of an educational institute learning environment using machine learning and data mining. Education and Information Technologies, 27, 9099-9123. https://doi.org/10.1007/s10639-022-10970-4
Torrado-Cespón, M., & Díaz-Lage, J. M. (2022). Gamification, Online Learning and Motivation: A Quantitative and Qualitative Analysis in Higher Education. Contemporary Educational Technology, 14(4), ep381. https://doi.org/10.30935/cedtech/12297
Vachkova, S. N., Petryaeva, E. Y., Tsyrenova, M. G., Shukshina, L. V., Krasheninnikova, N. A., & Leontev, M. G. (2022). Competitive Higher Education Teacher for the Digital World. Contemporary Educational Technology, 14(4), ep391. https://doi.org/10.30935/cedtech/12553
Yotyodying, S., Dettmers, S., Erdal, K., & Jonkmann, K. (2022). Educational usage of Facebook and academic achievement in distance university students: Mediated by basic needs satisfaction. Education and Information Technologies, 27, 4905-4924. https://doi.org/10.1007/s10639-021-10804-9
Zhou, M., Dzingirai, C., Hove, K., Chitata, T, & Mugandani, R. (2022). Adoption, use and enhancement of virtual learning during COVID-19. Education and Information Technologies, 27, 8939-8959. https://doi.org/10.1007/s10639-022-10985-x
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