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Research Article

Students’ perceptions of mobile learning technology acceptance during Covid-19: WhatsApp in focus

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References

  • Abdullah, F., Ward, R., & Ahmed, E. (2016). Investigating the influence of the most commonly used external variables of TAM on students’ perceived ease of use (PEOU) and perceived usefulness (PU) of e-portfolios. Computers in Human Behavior, 63, 75–90. https://doi.org/10.1016/j.chb.2016.05.014
  • Aburezeq, I. M., & Ishtaiwa, F. F. (2013). The impact of technology on interaction in computer–assisted interviews. International Journal of Arts & Sciences, 6(3), 471–491.
  • Adomi, E. E., & Solomon-Uwakwe, B. (2019). Work related WhatsApp groups as knowledge sharing platforms among librarians in selected federal universities in Nigeria. Journal of ICT Development, Applications and Research, 1(11), 11–19.
  • Ahmad, N. (2019). Impact of WhatsApp as a micro learning tool on instruction. E-Leader International Journal, 14, 1–19.
  • Al-Ammary, J. H., Al-Sherooqi, A. K., & Al-Sherooqi, H. K. (2014). The acceptance of social networking as a learning tools at University of Bahrain. International Journal of Information and Education Technology, 4(2), 208–214. https://doi.org/10.7763/ijiet.2014.v4.400
  • Al-Emran, M., Elsherif, H. M., & Shaalan, K. (2016). Investigating attitudes towards the use of mobile learning in higher education. Computers in Human Behavior, 56, 93–102. https://doi.org/10.1016/j.chb.2015.11.033
  • Al-tammemi, A. B. (2020). The battle against COVID-19 in Jordan: An early overview of the Jordanian experience. Frontiers in Public Health, 8, 1–6. https://doi.org/10.3389/fpubh.2020.00188
  • Alenazi, A. A. (2017). WhatsApp messenger as a learning tool: An investigation of pre-service teachers’ learning without instructor presence. Journal of Education and Training Studies, 6(1), 1–8. https://doi.org/10.11114/jets.v6i1.2684
  • Alghizzawi, M., Habes, M., Salloum, S. A., Ghani, M. A., Mhamdi, C., & Shaalan, K. (2019). The effect of social media usage on students’ e-learning acceptance in higher education: A case study from the United Arab Emirates. International Journal of Information Technology and Language Studies, 3(3), 13–26.
  • Alharbi, S., & Drew, S. (2014). Using the technology acceptance model in understanding academics’ behavioural intention to use learning management systems. International Journal of Advanced Computer Science and Applications, 5(1), 143–155.
  • Alhumaid, K., Habes, M., Salloum, S. A., Ali, S., Waheed, A., Erum Zahid, Habes, M., & Salloum, S. A. (2021). Examining the factors influencing the mobile learning usage during COVID-19 pandemic: An integrated SEM-ANN method. IEEE Access, 9(October), 102567–102578. https://doi.org/10.1109/ACCESS.2021.3097753
  • Aljawarneh, S. (2020). Reviewing and exploring innovative ubiquitous learning tools in higher education. Journal of Computing in Higher Education, 32(1), 57–73. https://doi.org/10.1007/s12528-019-09207-0
  • Anjorin, A. A. (2020). The coronavirus disease 2019 (COVID-19) pandemic: A review and an update on cases in Africa. Asian Pacific Journal of Tropical Medicine, 13(April), 1–5. https://doi.org/10.4103/1995-7645.281612
  • Augustine, S. E., & Nwaizugbu, N. Q. (2018). Whatsapp utilization and academic performance of computer. International Journal of Education, 6(5), 15–25.
  • Ayuningtyas, P. (2018). Whatsapp: Learning on the go. Metathesis: Journal of English Language, Literature, and Teaching, 2(2), 159–170. https://doi.org/10.31002/metathesis.v2i2.629
  • Barhoumi, C. (2015). The effectiveness of WhatsApp mobile learning activities guided by activty theory on students’ knowldege management. Contemporary Educational Technology, 6(3), 221–238. https://doi.org/10.30935/cedtech/6151
  • Bouhnik, D., & Deshen, M. (2014). WhatsApp goes to school: Mobile instant messaging between teachers and students. Journal of Information Technology Education: Research, 13, 217–231. https://doi.org/10.28945/2051
  • Ceci, L. (2022, July 7). Monthly global unique WhatsApp users 2020-2022. Statista.Com. https://www.statista.com/statistics/1306022/whatsapp-global-unique-users/#:~:text=In
  • Cetinkaya, L. (2017). The impact of Whatsapp use on success in education process. International Review of Research in Open and Distance Learning, 18(7), 59–74. https://doi.org/10.19173/irrodl.v18i7.3279
  • Chin, W. W. (1998). The partial least squares approach to structural equation modeling. Modern Methods for Business Research, 2, 295–336.
  • Ching-Ter, C., Hajiyev, J., & Su, C.-R. (2017). Examining the students’ behavioral intention to use e-learning in Azerbaijan? The general extended technology acceptance model for E-learning approach. Computers & Education, 111, 128–143. https://doi.org/10.1016/j.compedu.2017.04.010
  • Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
  • Donaldson, R. L. (2010). Student acceptance of mobile learning (Vol. 73). The Florida State University.
  • Fındık-Coşkunçay, D., Alkış, N., & Özkan-Yıldırım, S. (2018). A structural model for students’ adoption of learning management systems: An empirical investigation in the higher education context. Educational Technology & Society, 21(2), 13–27.
  • Gamji, M. B., & Salman, J. H. (2019). Use of WhatsApp as a learning tool in today’s generation: A study of undergraduate students. International Journal of Information Processing and Communication, 7(1), 10–18.
  • Gasaymeh, A.-M. (2017). University students’ use of Whatsapp and their perceptions regarding its possible integration into their education. Global Journal of Computer Science and Technology, 17(1), 1–10.
  • Geladze, D. (2015). Using the internet and computer technologies in learning/teaching process. Journal of Education and Practice, 6(2), 67–70.
  • Gon, S., & Rawekar, A. (2017). Effectivity of e-learning through WhatsApp as a teaching learning tool. MVP Journal of Medical Sciences, 4(1), 19–25. https://doi.org/10.18311/mvpjms/0/v0/i0/8454
  • Güler, Ç. (2017). Use of WhatsApp in higher education: What’s up with assessing peers anonymously? Journal of Educational Computing Research, 55(2), 272–289. https://doi.org/10.1177/0735633116667359
  • Hair, Jr, J. F., Hult, G. T., Ringle, C. M., & Sarstedt, M. (2016). A primer on partial least squares structural equation modeling (PLS-SEM). In Sage Publications (2nd) ed). Sage Publications.
  • Hair, J. F., Hollingsworth, C. L., Randolph, A. B., & Chong, A. Y. L. (2017). An updated and expanded assessment of PLS-SEM in information systems research. Industrial Management & Data Systems, 117(3), 442–458. https://doi.org/10.1108/IMDS-04-2016-0130
  • Hamad, M. M. (2017). Using WhatsApp to enhance students’ learning of English language “experience to share.” Higher Education Studies, 7(4), 74–87. https://doi.org/10.5539/hes.v7n4p74
  • Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135.
  • Hootsuite (2019). Digital 2019 Jordan (January 2019). https://www.slideshare.net/DataReportal/digital-2019-jordan-january-2019-v01
  • Hu, L., & Bentler, P. M. (1998). Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification. Psychological Methods, 3(4), 424–453. https://doi.org/10.1037/1082-989X.3.4.424
  • Jairak, K., Praneetpolgrang, P., & Mekhabunchakij, K. (2009). An acceptance of mobile learning for higher education students in Thailand. The Sixth International Conference on ELearning for Knowledge-Based Society, Thailand, December, 17–18.
  • Kho, K., Lakdawala, L., & Nakasone, E. (2019). Impact of internet access on student learning in Peruvian schools. Selected Paper Prepared for Presentation at the 2019 Agricultural & Applied Economics Association Annual Meeting, Atlanta, GAm July 21 – July 23.
  • Kushwaha, P. S., & Jhawar, N. (2018). Role of Whatsapp as a teaching aid to enhance learning capabilities of management students. Ushus - Journal of Business Management, 17(1), 43–52. https://doi.org/10.12725/ujbm.42.4
  • Lin, Y.-C., Chen, Y.-C., & Yeh, R. C. (2010). Understanding college students’ continuing intentions to use multimedia e-learning systems. World Transactions on Engineering and Technology Education, 8(4), 488–493.
  • Madge, C., Breines, M. R., Dalu, M. T. B., Gunter, A., Mittelmeier, J., Prinsloo, P., & Raghuram, P. (2019). WhatsApp use among African international distance education (IDE) students: Transferring, Translating and transforming educational experiences. Learning, Media and Technology, 44(3), 267–282. https://doi.org/10.1080/17439884.2019.1628048
  • McRae, L., Ellis, K., & Kent, M. (2018). Internet of things (IoT): Education and technology the relationship between education and technology for students with disabilities. https://espace.curtin.edu.au/handle/20.500.11937/69810
  • Ministry of Health. (2020). COVID–19 Updates in Jordan. https://corona.moh.gov.jo/en
  • Montenegro, S. A. M. (2021). Costa Rica’s educational scenario in times of COVID-19 pandemic. Educational Media International, 58(2), 202–208. https://doi.org/10.1080/09523987.2021.1930483
  • Morsidi, S., Abu Samah, N., Abdul Rahman, K. A., Mohamad Ashari, Z., Jumaat, N. F., & Abdullah, A. H. (2021). WhatsApp and its potential to develop communication skills among university students. International Journal of Interactive Mobile Technologies (IJIM), 15(23), 57–71. https://doi.org/10.3991/ijim.v15i23.27243
  • Motaghian, H., Hassanzadeh, A., & Moghadam, D. K. (2013). Factors affecting university instructors’ adoption of web-based learning systems: Case study of Iran. Computers & Education, 61, 158–167.
  • Mpungose, C. B. (2020). Is Moodle or WhatsApp the preferred e-learning platform at a South African university? First-year students’ experiences. Education and Information Technologies, 25(2), 927–941. https://doi.org/10.1007/s10639-019-10005-5
  • Nwazor, J. C., & Godwin-Maduike, C. C. (2015). Social media and academic performance of business education students in South-East Nigeria. Journal of Education and Practice, 6(25), 127–135.
  • Park, S. Y., Nam, M., & Cha, S. (2012). University students’ behavioral intention to use mobile learning: Evaluating the technology acceptance model. British Journal of Educational Technology, 43(4), 592–605.
  • Pelet, J. E., Khan, J., Papadopoulou, P., & Bernardin, E. (2014). M-Learning: Exploring the use of mobile devices and social media. In N. Baporikar (Ed.), Handbook of research on higher education in the MENA region: Policy and practice (pp. 261–296). IGI Global.
  • Purkayastha, N., & Chanda, A. (2018). Whatsapp as a means of sharing information among lis professionals of North-East India: A study. IMPACT: International Journal of Research in Applied, Natural and Social Sciences, 6(9), 69–82.
  • Ramírez-Correa, P. E., Arenas-Gaitán, J., & Rondán-Cataluña, F. J. (2015). Gender and acceptance of E-learning: A multi-group analysis based on a structural equation model among college students in Chile and Spain. PloS One, 10(10), e0140460. https://doi.org/10.1371/journal.pone.0140460
  • Rapanta, C., Botturi, L., Goodyear, P., Guàrdia, L., & Koole, M. (2020). Online university teaching during and after the Covid-19 crisis: Refocusing teacher presence and learning activity. Postdigital Science and Education, 2(3), 923–945. https://doi.org/10.1007/s42438-020-00155-y
  • Ray, S. K., & Saeed, M. (2015). Mobile learning using social media platforms: An empirical analysis of users’ behaviours. International Journal of Mobile Learning and Organisation, 9(3), 258–270. https://doi.org/10.1504/IJMLO.2015.074212
  • Ringle, C. M., & Sarstedt, M. (2016). Gain more insight from your PLS-SEM results: The importance-performance map analysis. Industrial Management & Data Systems, 116(9), 1865–1886. https://doi.org/10.1108/IMDS-10-2015-0449
  • Robles, H., Guerrero, J., LLinás, H., & Montero, P. (2019). Online teacher-students interactions using WhatsApp in a law course. Journal of Information Technology Education, 18, 231–252. https://doi.org/10.28945/4321
  • Rosenberg, H., & Asterhan, C. S. C. (2018). “Whatsapp, teacher?” - Student perspectives on teacher-student whatsapp interactions in secondary schools. Journal of Information Technology Education: Research, 17, 205–226. https://doi.org/10.28945/4081
  • Rosenfeld, A., Sina, S., Sarne, D., Avidov, O., & Kraus, S. (2018). A study of WhatsApp usage patterns and prediction models without message content. http://www.wired.com/2016/02/one-billion-people-now-use-whatsapp/
  • Safiya, O.-U., Ardzejewska, K., & Imran, A. (2017). A systematic review of mobile learning adoption in higher education: The African perspective. I-Managers Journal on Mobile Applications & Technologies, 4(2), 1–13.
  • Sage, K., Jackson, S., Mauer, L., & Stockdale, K. (2022). Equal in effectiveness but not yet perception: Smartphones and laptops for completing brief academic tasks. Education Media International, 59(2), 112–130. https://doi.org/10.1080/09523987.2022.2101203
  • Salloum, S. A., Al-Emran, M., Shaalan, K., & Tarhini, A. (2018). Factors affecting the E-learning acceptance: A case study from UAE. Education and Information Technologies, 1–22.
  • Sarrab, M., Elgamel, L., & Aldabbas, H. (2012). Mobile learning (m-learning) and educational environments. International Journal of Distributed and Parallel Systems, 3(4), 31–38. https://doi.org/10.1097/00152193-198709000-00017
  • Sharma, S. K., & Sharma, M. (2019). Examining the role of trust and quality dimensions in the actual usage of mobile banking services: An empirical investigation. International Journal of Information Management, 44, 65–75.
  • Shorfuzzaman, M., & Alhussein, M. (2016). Modeling learners’ readiness to adopt mobile learning: A perspective from a GCC higher education institution. Mobile Information Systems, 2016, 1–10. https://doi.org/10.1155/2016/6982824
  • Sim, J.-J., Tan, G. W.-H., Wong, J. C. J., Ooi, K.-B., & Hew, T.-S. (2014). Understanding and predicting the motivators of mobile music acceptance–a multi-stage MRA-artificial neural network approach. Telematics and Informatics, 31(4), 569–584.
  • Simpson, P. K. (1990). Artificial neural systems. Pergamon press.
  • Susanti, A., & Tarmuji, A. (2016). Techniques of optimizing Whatsapp as an instructional tool for teaching EFL writing in Indonesian senior high schools. International Journal on Studies in English Language and Literature, 4(10), 26–31. https://doi.org/10.20431/2347-3134.0410005
  • Tarhini, A., Deh, R. M., Al-Busaidi, K. A., Mohammed, A. B., & Maqableh, M. (2017). Factors influencing students’ adoption of e-learning: A structural equation modeling approach. Journal of International Education in Business, 10(2), 164–182. https://doi.org/10.1108/JIEB-09-2016-0032
  • Teo, T., & Zhou, M. (2017). The influence of teachers’ conceptions of teaching and learning on their technology acceptance. Interactive Learning Environments, 25(4), 513–527.
  • Trucks, E. (2019). Making social media more social: A literature review of academic libraries engagement and connections through social media platforms. In J. Joe & E. Knight (Eds.), Social media for communication and instruction in academic libraries (pp. 1–16). IGI Global. https://doi.org/10.4018/978-1-5225-8097-3
  • Udenze, S. (2017). Is Whatsapp messaging subsuming conventional SMS? International Journal of Advanced Research and Publications, 2(3), 20–25.

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