Aceptación y uso de plataformas virtuales basada en la nube por estudiantes de educación superior de escuelas profesionales: aplicación del modelo UTAUT con enfoque PLS-SEM

Autores/as

DOI:

https://doi.org/10.24310/innoeduca.2023.v9i2.15647

Palabras clave:

plataformas virtuales basadas en la nube, PLS-SEM, teoria UTAUT, COVID-19, Estudiantes de formación profesional de educación superior

Resumen

Las plataformas de aprendizaje basadas en la nube surgieron como una nueva forma portable, confiable y productiva de hacer un seguimiento a clases y conferencias. Particularmente debido al impacto del COVID-19, se convirtieron en herramientas populares debido a su facilidad para monitorear el esfuerzo de los estudiantes, su rendimiento, así como su interacción social durante y después de las clases. La investigación tiene como objetivo analizar la intención de comportamiento de adoptar plataformas virtuales basadas en la nube como Blackboard, Microsoft, Zoom, Edmodo, Sakai y Moodle durante COVID-19. Se hicieron 14 preguntas a 313 estudiantes de escuelas vocacionales de educación superior en el distrito de Izmir, Turquía a través de Google Forms. Análisis PLS-SEM se realizaron mediante el software SmartPLS 4.0 proponiendo la la teoría unificada de aceptación y uso de tecnología (UTAUT). Los resultados mostraron que la varianza de la expectativa de esfuerzo, la intención de comportamiento, y las condiciones facilitadoras explicaron el 75,40% del modelo propuesto. La investigación permite comprender el comportamiento de los estudiantes hacia la aceptación de plataformas de aprendizaje basadas en la nube en caso de que surjan nuevas variantes u otras enfermedades epidémicas en el futuro.

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Biografía del autor/a

Can Sayginer, Izmir Democracy University,

Izmir Democracy University. Faculty of Economics and Administrative Sciences, Department of Management Information Systems

Citas

Adanir, G. A., & Cinar, M. (2021). The acceptance and use of an online exam system by online learners: Implementation of the UTAUT model. Sakarya University Journal of Education, 11(3), 412-430. https://doi.org/10.19126/suje.830529

Ahmed, R. R., Štreimikienė, D., & Štreimikis, J. (2022). The extended UTAUT model and learning management system during COVID-19: Evidence from PLS-SEM and conditional process modelling. Journal of Business Economics and Management, 23(1), 82-104. https://doi.org/10.3846/jbem.2021.15664

Akinnuwesi, B. A., Uzoka, F. M. E., Fashoto, S. G., Mbunge, E., Odumabo, A., Amusa, O. O., Okpeku, M., & Owolabi, O. (2022). A modified UTAUT model for the acceptance and use of digital technology for tackling COVID-19. Sustainable Operations and Computers, 3, 118-135. https://doi.org/10.1016/j.susoc.2021.12.001

Al-Fahim, N. H., Abdulgafor, R., & Qaid, E. H. (2021). Determinants of banks’ costumer’s intention to adopt Internet Banking Services in Yemen: Using the unified theory of acceptance and use of technology (UTAUT). In ICOTEN (Ed.), 2021 IEEE International Congress of Advanced Technology and Engineering (pp. 1-8). ICOTEN. https://doi.org/10.1109/ICOTEN52080.2021.9493448

Alvi, I. (2021). College students’ reception of social networking tools for learning in India: An extended UTAUT model. Smart Learning Environments, 8(19), e19. https://doi.org/10.1186/s40561-021-00164-9

Alwahaishi, S. (2021). Student use of e-learning during the coronavirus pandemic: An extension of UTAUT to trust and perceived risk. International Journal of Distance Education Technologies (IJDET), 19(42), 1-19. https://doi.org/10.4018/IJDET.286742

Alyoussef, I. Y. (2021). Factors Influencing Students’ Acceptance of M-Learning in Higher Education: An Application and Extension of the UTAUT Model. Electronics, 10(24), e3171. https://doi.org/10.3390/electronics10243171

Ariffin, N. H. M., Ahmad, F., & Haneef, U. M. (2020). Acceptance of mobile payments by retailers using UTAUT model. Indonesian Journal of Electrical Engineering and Computer Science, 19(1), 149-155. https://doi.org/10.11591/ijeecs.v19.i1.pp149-155

Ayaz, A., & Yanartaş, M. (2020). An analysis on the unified theory of acceptance and use of technology theory (UTAUT): Acceptance of electronic document management system (EDMS). Computers in Human Behavior Reports, 2(1), e100032. https://doi.org/10.1016/j.chbr.2020.100032

Batucan, G. B., Gonzales, G. G., Balbuena, M. G., Pasaol, K. R. B., Seno, D. N., & Gonzales, R. R. (2022). An extended UTAUT model to explain factors affecting online learning system amidst COVID-19 pandemic: The case of a developing economy. Frontiers Artificial Intelligence, 5, e768831. https://doi.org/10.3389/frai.2022.768831

Bautista, E., Quintana, N.L., & Sánchez, O.A. (2022). Distance education with students of the higher level in a period of quarantine by COVID-19. Innoeduca. International Journal of Technology and Educational Innovation, 8(2), 5-13. https://doi.org/10.24310/innoeduca.2022.v8i2.12257

Bommer, W. H., Rana, S., & Milevoj, E. (2022). A meta-analysis of eWallet adoption using the UTAUT model. International Journal of Bank Marketing, 40(4), 791-819. https://doi.org/10.1108/IJBM-06-2021-0258

Bozkurt, A. (2017). The Past, Present and Future of the Distance Education in Turkey . Journal of Open Education Applications and Researches, 3(2), 85-124. https://dergipark.org.tr/en/pub/auad/issue/34117/378446

Cavus, N., & Zabadi, T. (2014). Learning a comparison of open source learning management systems. Procedia - Social and Behavioral Sciences, 143, 521 – 526. https://doi.org/10.1016/j.sbspro.2014.07.430

Chan, T. J., Wok, S., Sari, N. N., & Muben, M. A. H. A. (2021). Factors influencing the intention to use mysejahtera application among Malaysian citizens during covid-19. Journal of Applied Structural Equation Modeling, 5(2), 1-21. https://doi.org/10.47263/JASEM.5(2)06

Chatterjee, S., Rana, N. P., Khorana, S., Mikalef, P., & Sharma, A. (2021). Assessing organizational users’ intentions and behavior to ai integrated CRM systems: A meta-UTAUT approach. Information Systems Frontiers, 25, 1299–1313. https://doi.org/10.1007/s10796-021-10181-1

Chayomchai, A., Phonsiri, W., Junjit, A., Boongapim, R., & Suwannapusit, U. (2020). Factors affecting acceptance and use of online technology in Thai people during COVID-19 quarantine time. Management Science Letters, 10(2020), 3009-3016. https://doi.org/10.5267/j.msl.2020.5.024

Cohen, J. E. (1988). Statistical Power Analysis for the Behavioral Sciences. Lawrence Erlbaum Associates.

El Said, G. R. (2021). How did the COVID-19 pandemic affect higher education learning experience? An empirical investigation of learners’ academic performance at a university in a developing country. Advances in Human-Computer Interaction, 2021, e6649524. https://doi.org/10.1155/2021/6649524

Fornell, C., & Lacker, D. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18, 39-50. http://dx.doi.org/10.1108/15982688200700005

Hair, J. F. Jr., Anderson, R. E., Tatham, R. L. & Black, W. C. (1995). Multivariate Data Analysis (3rd ed). Macmillan.

Hair, J. F., Black, W.C., Babin, B. J., & Anderson, R. E. (2010), Multivariate data analysis: A global perspective (7th edition). Pearson Education.

Hair Jr, J. F., Sarstedt, M., Ringle, C. M., & Gudergan, S. P. (2017). Advanced issues in partial least squares structural equation modelling. Sage publications.

Ikhsan, R. B., Prabowo, H. & Yuniarty Y. (2021). Drivers of the mobile-learning management system's actual usage: Applying the UTAUT model. ICIC express letters. Part B, Applications: an international journal of research and surveys, 12(11), 1067-1074. https://doi.org/10.24507/icicelb.12.11.1067

Jameel, A. S., Karem, M. A., & Ahmad, A. R. (2022). Behavioral intention to use e-learning among academic staff during COVID-19 pandemic based on UTAUT model. In M. Al-Emran, M.A. Al-Sharafi, M.N. Al-Kabi, & K. Shaalan (Eds.), Proceedings of International Conference on Emerging Technologies and Intelligent Systems. ICETIS 2021. Lecture Notes in Networks and Systems (pp. 187-196). Springer. https://doi.org/10.1007/978-3-030-82616-1_17

Kacan, A., & Gelen, I. (2020). An overview of the distance education program in Turkey. International Journal of Education Science and Technology, 6(1), 411-434. Retrieved from https://doi.org/10.17478/jegys.1140286

Karadag, E., Ciftci, S. K., Gok, R., Su, A., Ergin-kocaturk, H., & Ciftci, S. S. (2021). Distance education capacities of universities during the Covid-19 pandemic process. Journal of University Research, 4(1), 8-22. https://dergipark.org.tr/tr/pub/uad/issue/60894/874799

Kirkan, B., & Kalelioglu, F. (2017). Status of distance education centers in Turkey: A descriptive study. Journal of Instructional Technologies & Teacher Education, 6(3),88-98.

Li, Y., & Zhao, M. (2021). A study on the influencing factors of continued intention to use MOOCs: UTAUT model and CCC moderating effect. Frontiers in psychology, 12, e528259. https://doi.org/10.3389/fpsyg.2021.528259

Limna, P., Siripipatthanakul, S., Siripipattanakul, S., Woodeson, K., & Auttawechasakoon, P. (2022). Applying the UTAUT to explain factors affecting english learning intention via Netflix (English Subtitle) among Thai people. Asia-Pacific Review of Research in Education, 1(1), 1-19. https://ssrn.com/abstract=4046242

Lutfi, A. (2022). Factors Influencing the continuance intention to use accounting information system in Jordanian SMEs from the perspectives of UTAUT: Top management support and self-efficacy as predictor factors. Economies, 10(4), e75. https://doi.org/10.3390/economies10040075

MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996). Power analysis and determination of sample size for covariance structure modeling. Psychological Methods, 1(2), 130-149. https://doi.org/10.1037/1082-989X.1.2.130

Magsamen-Conrad, K., Wang, F., Tetteh, D, & Lee YI, (2019). Using technology adoption theory and a lifespan approach to develop a theoretical framework for eHealth literacy: extending UTAUT. Health Communication, 35(12), 1435-1446. https://doi.org/10.1080/10410236.2019.1641395

Marandu, E. E., Mathew, I. R., Svotwa, T. D., Machera, R. P., & Jaiyeoba, O. (2022). Predicting students' intention to continue online learning post-COVID-19 pandemic: extension of the unified theory of acceptance and usage technology. Journal of Applied Research in Higher Education, 15(3), 681-697. https://doi.org/10.1108/JARHE-02-2022-0061

Namahoot, K. S., & Jantasri, V. (2022). Integration of UTAUT model in Thailand cashless payment system adoption: The mediating role of perceived risk and trust. Journal of Science and Technology Policy Management, 14(4), 634-658 https://doi.org/10.1108/JSTPM-07-2020-0102

Nunnally, J.C., & Bernstein, I.R. (1994). Psychometric theory. McGraw-Hill.

Nur, T., & Gosal, G. A. (2021). Mobile payment usage in online shopping among Gen Z in the Jabodetabek area: META-UTAUT approach. In ICIMTech (Ed.), 2021 IEEE International Conference on Information Management and Technology (pp. 464-469). ICIMTech. https://doi.org/10.1109/ICIMTech53080.2021.9535003

Ozbay, O. (2015). The Current status of distance education in The World And Turkey. The Journal of International Education Science, 2(5), 376-394. https://dergipark.org.tr/en/pub/inesj/issue/40015/475774

Popova, Y., & Zagulova, D. (2022). UTAUT Model for smart city concept implementation: Use of web applications by residents for everyday operations. Informatics, 9(1), e27. https://doi.org/10.3390/informatics9010027

Rahmadi, I. F. (2021). Teachers’ technology integration and distance learning adoption amidst the Covid-19 crisis: A reflection for the optimistic future. Turkish Online Journal of Distance Education, 22(2), 26-41. https://doi.org/10.17718/tojde.906472

Republic of Turkey Ministry of Health (2020). COVID-19 Weekly Situation Report 19/10/2020 – 25/10/2020 Turkey. https://covid19.saglik.gov.tr/Eklenti/39230/0/covid-19-weekly-situation-report---43pdf.pdf?_tag1=D3D202441F1F516 5A33D16981E6544EF7FC0A32F

Sabayleh, O., Alramamneh, A. L. K., & Al Etawi, N. A. (2020). Investigation of user requirement and UTAUT - Theory in web based learning for gifted students in developing country. Journal of Theoretical and Applied Information Technology, 98(8), 1312-1321.

Semiz, B. B., & Semiz, T. (2021). Examining consumer use of mobile health applications by the extended UTAUT model. Business & Management Studies: An International Journal, 9(1), 267-281. https://doi.org/10.15295/bmij.v9i1.1773

Serttas, Z., & Kasabali, A. (2020). Determining the english preparatory school students' readiness for online learning. Near East University Online Journal of Education, 3(2), 67-78. https://dergipark.org.tr/en/pub/neuje/issue/57004/802693

Şimşek, A. S., & Ateş, H. (2022). El modelo de aceptación de tecnología extendida para las tecnologías Web 2.0 en la enseñanza. Innoeduca. International Journal of Technology and Educational Innovation, 8(2), 165-183. https://doi.org/10.24310/innoeduca.2022.v8i2.15413

Sozmen, E. Y., Karaca, O., & Bati, A. H. (2021). The effectiveness of interactive training and microlearning approaches on motivation and independent learning of medical students during the COVID-19 pandemic. Innovations in Education and Teaching International, 60(1), 70-79. https://doi.org/10.1080/14703297.2021.1966488

Sukarya, I. G. A., Pradnyana, I. M. A., & Sugihartini, N. (2020). Analisis faktor-faktor yang mempengaruhi perilaku penggunaan sistem e-learning undiksha dengan model unified theory of acceptance and use of technology (UTAUT). Information System and Emerging Technology Journal, 1(2), 62-75. https://doi.org/10.23887/insert.v1i2.25940

The Council of Higher Education (2021). In the Global Epidemic to Education and Teaching Processes Guide to Applications. http://ubf.ankara.edu.tr/wp-content/uploads/sites/634/2021/09/kuresel-salginda-egitim-ve-ogretim-sureclerine-yonelik-uygulamalar-kilavuzu-2021.pdf

Thottoli, M. M., & Thomas, K. V. (2022). ERP software and practicing auditors: An empirical study applying UTAUT model. International Journal of Innovation in the Digital Economy (IJIDE), 13(1), 1-13. https://doi.org/10.4018/IJIDE.292009

Torras, M.E. (2021). Emergency Remote Teaching: ICT applied to education during confinement by COVID-19. Innoeduca. International Journal of Technology and Educational Innovation, 7(1), 122-136. https://doi.org/10.24310/innoeduca.2021.v7i1.9079

Tussardi, R. R., Izzati, B. M., & Saputra, M. (2021). Analysis of E-learning acceptance during distance learning using unified theory of acceptance and use of technology (UTAUT). JATISI (Jurnal Teknik Informatika dan Sistem Informasi), 8(2), 465-479. https://doi.org/10.35957/jatisi.v8i2.767

van Houwelingen, C. T., Ettema, R. G., Antonietti, M. G., & Kort, H. S. (2018). Understanding older people's readiness for receiving telehealth: Mixed-method study. Journal of medical Internet research, 20(4), e123. https://doi.org/10.2196/jmir.8407

Vásquez, M.-S., Nuñez, P., & Cuestas, J. (2023). Teachers’ Digital Competences in the context of COVID-19. A quantitative approach. Pixel-Bit. Revista De Medios Y Educación, (67), 155–185. https://doi.org/10.12795/pixelbit.98129

Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS Quarterly, 27(3), 425–478. https://doi.org/10.2307/30036540

Yu, L., Chen, Z., Yao, P., & Liu, H. (2021). A study on the factors influencing users’ online knowledge paying-behavior based on the UTAUT model. Journal of Theoretical and Applied Electronic Commerce Research, 16(5), 1768-1790. https://doi.org/10.3390/jtaer16050099

Zeebaree, M., Agoyi, M., & Aqel, M. (2022). Sustainable adoption of E-Government from the UTAUT perspective. Sustainability, 14(9), 5370. https://doi.org/10.3390/su14095370

Publicado

01-12-2023

Cómo citar

Sayginer, C. (2023). Aceptación y uso de plataformas virtuales basada en la nube por estudiantes de educación superior de escuelas profesionales: aplicación del modelo UTAUT con enfoque PLS-SEM. Innoeduca. International Journal of Technology and Educational Innovation, 9(2), 24–38. https://doi.org/10.24310/innoeduca.2023.v9i2.15647

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