Skip to main content
Erschienen in: Education and Information Technologies 5/2020

04.02.2020

Determinants of learning management systems adoption in Nigeria: A hybrid SEM and artificial neural network approach

verfasst von: Mohammed Nasiru Yakubu, Salihu Ibrahim Dasuki, A. Mohammed Abubakar, Muhammadou M. O. Kah

Erschienen in: Education and Information Technologies | Ausgabe 5/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Research has shown that technology, when used prudently, has the potential to improve instruction and learning both in and out of the classroom. Only a handful of African tertiary institutions have fully deployed learning management systems (LMS) and the literature is devoid of research examining the factors that foster the adoption of LMS. To fill this void, the present research investigates the factors contributing to students’ acceptance of LMS. Survey data were obtained from registered students in four Nigerian universities (n = 1116); the responses were analyzed using artificial neural network (ANN) and structural equation modeling (SEM) techniques. The results show that social influence, facilitating conditions, system quality, perceived ease of use, and perceived usefulness are important predictors for students’ behavioral intention to use LMS. Students’ behavioral intention to use LMS also functions as a predictor for actual usage of LMS. Implications for practice and theory are discussed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Abbad, M. M., Morris, D., & De Nahlik, C. (2009). Looking under the bonnet: Factors affecting student adoption of e-learning systems in Jordan. The International Review of Research in Open and Distributed Learning, 10(2). Abbad, M. M., Morris, D., & De Nahlik, C. (2009). Looking under the bonnet: Factors affecting student adoption of e-learning systems in Jordan. The International Review of Research in Open and Distributed Learning, 10(2).
Zurück zum Zitat Abdel-Wahab, A. G. (2008). Modeling students’ intention to adopt E-learning: A case from Egypt. The Electronic Journal of Information Systems in Developing Countries, 34(1), 1–13. Abdel-Wahab, A. G. (2008). Modeling students’ intention to adopt E-learning: A case from Egypt. The Electronic Journal of Information Systems in Developing Countries, 34(1), 1–13.
Zurück zum Zitat Aboelmaged, M., & Gebba, T. R. (2013). Mobile banking adoption: An examination of technology acceptance model and theory of planned behavior. International Journal of Business Research and Development. Aboelmaged, M., & Gebba, T. R. (2013). Mobile banking adoption: An examination of technology acceptance model and theory of planned behavior. International Journal of Business Research and Development.
Zurück zum Zitat Abubakar, A. M. (2018). Linking work-family interference, workplace incivility, gender, and psychological distress. Journal of Management Development, 37(3), 226–242. Abubakar, A. M. (2018). Linking work-family interference, workplace incivility, gender, and psychological distress. Journal of Management Development, 37(3), 226–242.
Zurück zum Zitat Abubakar, A. M., Namin, B. H., Harazneh, I., Arasli, H., & Tunç, T. (2017). Does gender moderate the relationship between favoritism/nepotism, supervisor incivility, cynicism, and workplace withdrawal: A neural network and SEM approach. Tourism Management Perspectives, 23, 129–139. Abubakar, A. M., Namin, B. H., Harazneh, I., Arasli, H., & Tunç, T. (2017). Does gender moderate the relationship between favoritism/nepotism, supervisor incivility, cynicism, and workplace withdrawal: A neural network and SEM approach. Tourism Management Perspectives, 23, 129–139.
Zurück zum Zitat Abubakar, A. M., Behravesh, E., Rezapouraghdam, H., & Yildiz, S. B. (2019). Applying artificial intelligence technique to predict knowledge hiding behavior. International Journal of Information Management, 49, 45–57. Abubakar, A. M., Behravesh, E., Rezapouraghdam, H., & Yildiz, S. B. (2019). Applying artificial intelligence technique to predict knowledge hiding behavior. International Journal of Information Management, 49, 45–57.
Zurück zum Zitat Adebayo, O., & Abdulhamid, S. M. (2014). E-exams system for Nigerian universities with emphasis on security and result integrity. arXiv preprint arXiv:1402.0921. Adebayo, O., & Abdulhamid, S. M. (2014). E-exams system for Nigerian universities with emphasis on security and result integrity. arXiv preprint arXiv:1402.0921.
Zurück zum Zitat Aderonke, A. A. (2010). An empirical investigation of the level of users' acceptance of e-banking in Nigeria. Journal of Internet Banking and Commerce, 15(1), 1. Aderonke, A. A. (2010). An empirical investigation of the level of users' acceptance of e-banking in Nigeria. Journal of Internet Banking and Commerce, 15(1), 1.
Zurück zum Zitat Adewole-Odeshi, E. (2014). Attitude of students towards e-learning in south-west Nigerian universities: An application of technology acceptance model. Adewole-Odeshi, E. (2014). Attitude of students towards e-learning in south-west Nigerian universities: An application of technology acceptance model.
Zurück zum Zitat Ain, N., Kaur, K., & Waheed, M. (2016). The influence of learning value on learning management system use: An extension of UTAUT2. Information Development, 32(5), 1306–1321. Ain, N., Kaur, K., & Waheed, M. (2016). The influence of learning value on learning management system use: An extension of UTAUT2. Information Development, 32(5), 1306–1321.
Zurück zum Zitat Ajzen, I., & Fishbein, M. (1980). Understanding attitudes and predicting social behaviour. (Vol. 278). Englewood Cliffs: Prentice-Hall, Inc. Ajzen, I., & Fishbein, M. (1980). Understanding attitudes and predicting social behaviour. (Vol. 278). Englewood Cliffs: Prentice-Hall, Inc.
Zurück zum Zitat Alalwan, A. A., Dwivedi, Y. K., Rana, N. P., Lal, B., & Williams, M. D. (2015). Consumer adoption of internet banking in Jordan: Examining the role of hedonic motivation, habit, self-efficacy and trust. Journal of Financial Services Marketing, 20(2), 145–157. Alalwan, A. A., Dwivedi, Y. K., Rana, N. P., Lal, B., & Williams, M. D. (2015). Consumer adoption of internet banking in Jordan: Examining the role of hedonic motivation, habit, self-efficacy and trust. Journal of Financial Services Marketing, 20(2), 145–157.
Zurück zum Zitat Al-Azawei, A., Parslow, P., & Lundqvist, K. (2017). Investigating the effect of learning styles in a blended e-learning system: An extension of the technology acceptance model (TAM). Australasian Journal of Educational Technology, 33(2). Al-Azawei, A., Parslow, P., & Lundqvist, K. (2017). Investigating the effect of learning styles in a blended e-learning system: An extension of the technology acceptance model (TAM). Australasian Journal of Educational Technology, 33(2).
Zurück zum Zitat Alharbi, S., & Drew, S. (2014). Using the technology acceptance model in understanding academics' behavioral intention to use learning management systems. International Journal of Advanced Computer Science and Applications, 5(1), 143–155. Alharbi, S., & Drew, S. (2014). Using the technology acceptance model in understanding academics' behavioral intention to use learning management systems. International Journal of Advanced Computer Science and Applications, 5(1), 143–155.
Zurück zum Zitat Alice , M. (2016). Fitting a neural network in R Neuralnet package. DataScience+. Alice , M. (2016). Fitting a neural network in R Neuralnet package. DataScience+.
Zurück zum Zitat Alsajjan, B., & Dennis, C. (2006). The impact of trust on acceptance of online banking. Alsajjan, B., & Dennis, C. (2006). The impact of trust on acceptance of online banking.
Zurück zum Zitat Alshehri, A., Rutter, M. J., & Smith, S. (2019). An implementation of the UTAUT model for understanding Students' perceptions of learning management systems: A study within tertiary institutions in Saudi Arabia. International Journal of Distance Education Technologies (IJDET), 17(3), 1–24. Alshehri, A., Rutter, M. J., & Smith, S. (2019). An implementation of the UTAUT model for understanding Students' perceptions of learning management systems: A study within tertiary institutions in Saudi Arabia. International Journal of Distance Education Technologies (IJDET), 17(3), 1–24.
Zurück zum Zitat 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. 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.
Zurück zum Zitat Ayodele, S. O., Oga, O. E., Bundot, Y. G., & Ogbari, M. E. (2016). Role of power supply towards e-learning acceptance: VBSEM-AMOS. 2016 6th International Conference on Information Communication and Management (ICICM) (pp. 151-155). Hatfield: IEEE. Ayodele, S. O., Oga, O. E., Bundot, Y. G., & Ogbari, M. E. (2016). Role of power supply towards e-learning acceptance: VBSEM-AMOS. 2016 6th International Conference on Information Communication and Management (ICICM) (pp. 151-155). Hatfield: IEEE.
Zurück zum Zitat Cheng, Y. M. (2012). Effects of quality antecedents on e-learning acceptance. Internet Research, 22(3), 361–390. Cheng, Y. M. (2012). Effects of quality antecedents on e-learning acceptance. Internet Research, 22(3), 361–390.
Zurück zum Zitat Choi, D. H., Kim, J., & Kim, S. H. (2007). ERP training with a web-based electronic learning system: The flow theory perspective. International Journal of Human-Computer Studies, 65(3), 223–243. Choi, D. H., Kim, J., & Kim, S. H. (2007). ERP training with a web-based electronic learning system: The flow theory perspective. International Journal of Human-Computer Studies, 65(3), 223–243.
Zurück zum Zitat Davis, F. (1989). Perceived usefulness, perceived ease of use, and acceptance of information technology. MIS Quarterly, 319-340. Davis, F. (1989). Perceived usefulness, perceived ease of use, and acceptance of information technology. MIS Quarterly, 319-340.
Zurück zum Zitat de la Paz-Marín, M., Campoy-Muñoz, P., & Hervás-Martinez, C. (2012). Non-linear multiclassifier model based on artificial intelligence to predict research and development performance in European countries. Technological Forecasting and Social Change, 79(9), 1731–1745. de la Paz-Marín, M., Campoy-Muñoz, P., & Hervás-Martinez, C. (2012). Non-linear multiclassifier model based on artificial intelligence to predict research and development performance in European countries. Technological Forecasting and Social Change, 79(9), 1731–1745.
Zurück zum Zitat DeLone, W. H., & McLean, E. R. (1992). Information systems success: The quest for the dependent variable. Information Systems Research, 3(1), 60–95. DeLone, W. H., & McLean, E. R. (1992). Information systems success: The quest for the dependent variable. Information Systems Research, 3(1), 60–95.
Zurück zum Zitat DeLone, W. H., & McLean, E. R. (2003). The DeLone and McLean model of information systems success: A ten-year update. Journal of Management Information Systems, 19(4), 9–30. DeLone, W. H., & McLean, E. R. (2003). The DeLone and McLean model of information systems success: A ten-year update. Journal of Management Information Systems, 19(4), 9–30.
Zurück zum Zitat Eberendu, A. C. (2015). Evaluation of software project failure and abandonment in tertiary institutions in Nigeria. Information and Knowledge Management, 4(5). Eberendu, A. C. (2015). Evaluation of software project failure and abandonment in tertiary institutions in Nigeria. Information and Knowledge Management, 4(5).
Zurück zum Zitat Fathema, N., Shannon, D., & Ross, M. (2015). Expanding the technology acceptance model (TAM) to examine faculty use of learning management systems (LMSs) in higher education institutions. Journal of Online Learning & Teaching, 11(2). Fathema, N., Shannon, D., & Ross, M. (2015). Expanding the technology acceptance model (TAM) to examine faculty use of learning management systems (LMSs) in higher education institutions. Journal of Online Learning & Teaching, 11(2).
Zurück zum Zitat Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.
Zurück zum Zitat Gengle, H. I., Abel, M. A., & Mohammed, B. K. (2017). Effective teaching and learning strategies in science and mathematics to improve students’ academic performance in Nigeria. British Journal of Education, Society & Behavioural Science, 19(1), 1–7. Gengle, H. I., Abel, M. A., & Mohammed, B. K. (2017). Effective teaching and learning strategies in science and mathematics to improve students’ academic performance in Nigeria. British Journal of Education, Society & Behavioural Science, 19(1), 1–7.
Zurück zum Zitat Göçken, M., Özçalıcı, M., Boru, A., & Dosdoğru, A. T. (2016). Integrating metaheuristics and artificial neural networks for improved stock price prediction. Expert Systems with Applications, 44, 320–331. Göçken, M., Özçalıcı, M., Boru, A., & Dosdoğru, A. T. (2016). Integrating metaheuristics and artificial neural networks for improved stock price prediction. Expert Systems with Applications, 44, 320–331.
Zurück zum Zitat Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2010). Multivariate data analysis (Vol. 5). Upper Saddle River: Prentice-Hall. Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2010). Multivariate data analysis (Vol. 5). Upper Saddle River: Prentice-Hall.
Zurück zum Zitat Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009). The use of partial least squares path modeling in international marketing. In New challenges to international marketing (pp. 277-319). Emerald Group Publishing Limited. Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009). The use of partial least squares path modeling in international marketing. In New challenges to international marketing (pp. 277-319). Emerald Group Publishing Limited.
Zurück zum Zitat 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. 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.
Zurück zum Zitat Hew, J. J., Leong, L. Y., Tan, G. W., Ooi, K. B., & Lee, V. H. (2017). The age of mobile social commerce: An artificial neural network analysis on its resistances. Technological Forecasting and Social Change (in press). Hew, J. J., Leong, L. Y., Tan, G. W., Ooi, K. B., & Lee, V. H. (2017). The age of mobile social commerce: An artificial neural network analysis on its resistances. Technological Forecasting and Social Change (in press).
Zurück zum Zitat Ibrahim, R., Leng, N. S., Yusoff, R. M., Samy, G. N., Masrom, S., & Rizman, Z. I. (2017). E-learning acceptance based on technology acceptance model (TAM). Journal of Fundamental and Applied Sciences, 9(4s), 871–889. Ibrahim, R., Leng, N. S., Yusoff, R. M., Samy, G. N., Masrom, S., & Rizman, Z. I. (2017). E-learning acceptance based on technology acceptance model (TAM). Journal of Fundamental and Applied Sciences, 9(4s), 871–889.
Zurück zum Zitat Jalote, P. (2008). A concise introduction to software engineering. London: Springer-Verlag.MATH Jalote, P. (2008). A concise introduction to software engineering. London: Springer-Verlag.MATH
Zurück zum Zitat Jong, D. (2009). The acceptance and use of the learning management system. Fourth International Conference on Innovative Computing, Information and Control (ICICIC) (pp. 34-37). IEEE. Jong, D. (2009). The acceptance and use of the learning management system. Fourth International Conference on Innovative Computing, Information and Control (ICICIC) (pp. 34-37). IEEE.
Zurück zum Zitat Kent, C., Laslo, E., & Rafaeli, S. (2016). Interactivity in online discussions and learning outcomes. Computers & Education, 97, 116–128. Kent, C., Laslo, E., & Rafaeli, S. (2016). Interactivity in online discussions and learning outcomes. Computers & Education, 97, 116–128.
Zurück zum Zitat Kim, B., & Park, M. J. (2018). Effect of personal factors to use ICTs on e-learning adoption: Comparison between learner and instructor in developing countries. Information Technology for Development, 24(4), 706–732. Kim, B., & Park, M. J. (2018). Effect of personal factors to use ICTs on e-learning adoption: Comparison between learner and instructor in developing countries. Information Technology for Development, 24(4), 706–732.
Zurück zum Zitat Lee, J. -W. (2010). Online support service quality, online learning acceptance, and student satisfaction. The Internet and Higher Education, 13(4), 277–283. Lee, J. -W. (2010). Online support service quality, online learning acceptance, and student satisfaction. The Internet and Higher Education, 13(4), 277–283.
Zurück zum Zitat Lee, B. C., Yoon, J. O., & Lee, I. (2009). Learners’ acceptance of e-learning in South Korea: Theories and results. Computers & Education, 53(4), 1320–1329. Lee, B. C., Yoon, J. O., & Lee, I. (2009). Learners’ acceptance of e-learning in South Korea: Theories and results. Computers & Education, 53(4), 1320–1329.
Zurück zum Zitat Li, X., Chen, F., Sun, D., & Tao, M. (2015). Predicting menopausal symptoms with artificial neural network. Expert Systems with Applications, 42(22), 8698–8706. Li, X., Chen, F., Sun, D., & Tao, M. (2015). Predicting menopausal symptoms with artificial neural network. Expert Systems with Applications, 42(22), 8698–8706.
Zurück zum Zitat Lin, H. F. (2007). Measuring online learning systems success: Applying the updated DeLone and McLean model. Cyberpsychology & Behavior, 10(6), 817–820. Lin, H. F. (2007). Measuring online learning systems success: Applying the updated DeLone and McLean model. Cyberpsychology & Behavior, 10(6), 817–820.
Zurück zum Zitat Liu, I. F., Chen, M. C., Sun, Y. S., Wible, D., & Kuo, C. H. (2010). Extending the TAM model to explore the factors that affect intention to use an online learning community. Computers & Education, 54(2), 600–620. Liu, I. F., Chen, M. C., Sun, Y. S., Wible, D., & Kuo, C. H. (2010). Extending the TAM model to explore the factors that affect intention to use an online learning community. Computers & Education, 54(2), 600–620.
Zurück zum Zitat Lwoga, E. T. (2014). Critical success factors for the adoption of web-based learning Management Systems in Tanzania. International Journal of Education and Development using Information and Communication Technology, 10(1), 4–21. Lwoga, E. T. (2014). Critical success factors for the adoption of web-based learning Management Systems in Tanzania. International Journal of Education and Development using Information and Communication Technology, 10(1), 4–21.
Zurück zum Zitat Maleko Munguatosha, G., Birevu Muyinda, P., & Thaddeus, L. J. (2011). A social networked learning adoption model for higher education institutions in developing countries. On the Horizon, 19(4), 307–320. Maleko Munguatosha, G., Birevu Muyinda, P., & Thaddeus, L. J. (2011). A social networked learning adoption model for higher education institutions in developing countries. On the Horizon, 19(4), 307–320.
Zurück zum Zitat Mbengo, P. (2014). E-learning adoption by lecturers in selected Zimbabwe state universities: An application of technology acceptance model. Journal of Business Administration and Education, 6(1). Mbengo, P. (2014). E-learning adoption by lecturers in selected Zimbabwe state universities: An application of technology acceptance model. Journal of Business Administration and Education, 6(1).
Zurück zum Zitat Mohammadi, H. (2015). Investigating users’ perspectives on e-learning: An integration of TAM and IS success model. Computers in Human Behavior, 45, 359–374. Mohammadi, H. (2015). Investigating users’ perspectives on e-learning: An integration of TAM and IS success model. Computers in Human Behavior, 45, 359–374.
Zurück zum Zitat Nicholas-Omoregbe, O. S., Azeta, A. A., Chiazor, I. A., & Omoregbe, N. (2017). Predicting the adoption of E-learning management system: A case of selected private universities in Nigeria. Turkish Online Journal of Distance Education, 18(2), 106–121. Nicholas-Omoregbe, O. S., Azeta, A. A., Chiazor, I. A., & Omoregbe, N. (2017). Predicting the adoption of E-learning management system: A case of selected private universities in Nigeria. Turkish Online Journal of Distance Education, 18(2), 106–121.
Zurück zum Zitat Ogunbase, A. (2014). Acceptance and use of web-based learning environments/E-learning environments in higher education: West African learners experience. Proceedings of World Conference on E-Learning (pp. 1467-1475). New Orleans, LA, USA: Association for the Advancement of Computing in Education (AACE). Ogunbase, A. (2014). Acceptance and use of web-based learning environments/E-learning environments in higher education: West African learners experience. Proceedings of World Conference on E-Learning (pp. 1467-1475). New Orleans, LA, USA: Association for the Advancement of Computing in Education (AACE).
Zurück zum Zitat Olatunbosun, O., Olusoga, F. A., & Samuel, O. A. (2015). Adoption of eLearning technology in Nigeria tertiary institution of learning. British Journal of Applied Science & Technology, 10(2), 1–15. Olatunbosun, O., Olusoga, F. A., & Samuel, O. A. (2015). Adoption of eLearning technology in Nigeria tertiary institution of learning. British Journal of Applied Science & Technology, 10(2), 1–15.
Zurück zum Zitat Ozkan, S., & Koseler, R. (2009). Multi-dimensional students’ evaluation of e-learning systems in the higher education context: An empirical investigation. Computers & Education, 53(4), 1285–1296. Ozkan, S., & Koseler, R. (2009). Multi-dimensional students’ evaluation of e-learning systems in the higher education context: An empirical investigation. Computers & Education, 53(4), 1285–1296.
Zurück zum Zitat Rabaa'i, A. A. (2016). Extending the technology acceptance model (TAM) to assess students' behavioral intentions to adopt an e-learning system: The case of moodle as a learning tool. Journal of Emerging Trends in Engineering and Applied Sciences, 7(1), 1. Rabaa'i, A. A. (2016). Extending the technology acceptance model (TAM) to assess students' behavioral intentions to adopt an e-learning system: The case of moodle as a learning tool. Journal of Emerging Trends in Engineering and Applied Sciences, 7(1), 1.
Zurück zum Zitat Raman, A., Don, Y., Khalid, R., & Rizuan, M. (2014). Usage of learning management system (Moodle) among postgraduate students: UTAUT model. Asian Social Science. Raman, A., Don, Y., Khalid, R., & Rizuan, M. (2014). Usage of learning management system (Moodle) among postgraduate students: UTAUT model. Asian Social Science.
Zurück zum Zitat Ramayah, T., Ahmad, N. H., & Lo, M. C. (2010). The role of quality factors in intention to continue using an e-learning system in Malaysia. Procedia-Social and Behavioral Sciences, 2(2), 5422–5426. Ramayah, T., Ahmad, N. H., & Lo, M. C. (2010). The role of quality factors in intention to continue using an e-learning system in Malaysia. Procedia-Social and Behavioral Sciences, 2(2), 5422–5426.
Zurück zum Zitat Salloum, S. A., & Shaalan, K. (2018). Factors affecting students’ acceptance of e-learning system in higher education using UTAUT and structural equation modeling approaches. In International conference on advanced intelligent systems and informatics (pp. 469–480). Cham: Springer. Salloum, S. A., & Shaalan, K. (2018). Factors affecting students’ acceptance of e-learning system in higher education using UTAUT and structural equation modeling approaches. In International conference on advanced intelligent systems and informatics (pp. 469–480). Cham: Springer.
Zurück zum Zitat Salter, S. M., Karia, A., Sanfilippo, F. M., & Clifford, R. M. (2014). Effectiveness of E-learning in pharmacy education. American journal of pharmaceutical education., 74(8). Salter, S. M., Karia, A., Sanfilippo, F. M., & Clifford, R. M. (2014). Effectiveness of E-learning in pharmacy education. American journal of pharmaceutical education., 74(8).
Zurück zum Zitat Tarhini, A., Hone, K. S., & Liu, X. (2013a). Factors affecting students’ acceptance of e-learning environments in developing countries: A structural equation modeling approach. International Journal of Information and Education Technology, 3(1). Tarhini, A., Hone, K. S., & Liu, X. (2013a). Factors affecting students’ acceptance of e-learning environments in developing countries: A structural equation modeling approach. International Journal of Information and Education Technology, 3(1).
Zurück zum Zitat Tarhini, A., Hone, K., & Xiaohui, L. (2013b). User acceptance towards web-based learning systems: Investigating the role of social, organizational and individual factors in European higher education. Procedia Computer Science, 17, 189–197. Tarhini, A., Hone, K., & Xiaohui, L. (2013b). User acceptance towards web-based learning systems: Investigating the role of social, organizational and individual factors in European higher education. Procedia Computer Science, 17, 189–197.
Zurück zum Zitat Tarhini, A., Hone, K., Liu, X., & Tarhini, T. (2017). Examining the moderating effect of individual-level cultural values on users’ acceptance of E-learning in developing countries: A structural equation modeling of an extended technology acceptance model. Interactive Learning Environments, 25(3), 306–328. Tarhini, A., Hone, K., Liu, X., & Tarhini, T. (2017). Examining the moderating effect of individual-level cultural values on users’ acceptance of E-learning in developing countries: A structural equation modeling of an extended technology acceptance model. Interactive Learning Environments, 25(3), 306–328.
Zurück zum Zitat Venkatesh, V., Davis, M. M., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS quarterly, 425-478. Venkatesh, V., Davis, M. M., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS quarterly, 425-478.
Zurück zum Zitat Venkatesh, V., Thong, J. Y., & Xu, X. (2012). Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157–178. Venkatesh, V., Thong, J. Y., & Xu, X. (2012). Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157–178.
Zurück zum Zitat Venter, P., van Rensburg, M. J., & Davis, A. (2012). Drivers of learning management system use in a South African open and distance learnin institution. Australasian Journal of Educational Technology, 28(2). Venter, P., van Rensburg, M. J., & Davis, A. (2012). Drivers of learning management system use in a South African open and distance learnin institution. Australasian Journal of Educational Technology, 28(2).
Zurück zum Zitat Wang, Y. S., Wang, H. Y., & Shee, D. Y. (2007). Measuring e-learning systems success in an organizational context: Scale development and validation. Computers in Human Behavior, 23(4), 1792–1808. Wang, Y. S., Wang, H. Y., & Shee, D. Y. (2007). Measuring e-learning systems success in an organizational context: Scale development and validation. Computers in Human Behavior, 23(4), 1792–1808.
Zurück zum Zitat Wang, Y. S., Wu, M. C., & Wang, H. Y. (2009). Investigating the determinants and age and gender differences in the acceptance of mobile learning. British Journal of Educational Technology, 40(1), 92–118. Wang, Y. S., Wu, M. C., & Wang, H. Y. (2009). Investigating the determinants and age and gender differences in the acceptance of mobile learning. British Journal of Educational Technology, 40(1), 92–118.
Zurück zum Zitat Yakubu, M. N., & Dasuki, S. I. (2018). Factors affecting the adoption of eLearning technologies among higher education students in Nigeria: A structural equation modeling approach. Information Development. Yakubu, M. N., & Dasuki, S. I. (2018). Factors affecting the adoption of eLearning technologies among higher education students in Nigeria: A structural equation modeling approach. Information Development.
Zurück zum Zitat Yakubu, M. N., Kah, M. O., & Dasuki, S. I. (2019). Students' acceptance of learning management systems: A case of the National Open University of Nigeria. International Conference on Sustainable ICT, Education, and Learning (pp. 245-255). Zanzibar: Springer, Cham Yakubu, M. N., Kah, M. O., & Dasuki, S. I. (2019). Students' acceptance of learning management systems: A case of the National Open University of Nigeria. International Conference on Sustainable ICT, Education, and Learning (pp. 245-255). Zanzibar: Springer, Cham
Metadaten
Titel
Determinants of learning management systems adoption in Nigeria: A hybrid SEM and artificial neural network approach
verfasst von
Mohammed Nasiru Yakubu
Salihu Ibrahim Dasuki
A. Mohammed Abubakar
Muhammadou M. O. Kah
Publikationsdatum
04.02.2020
Verlag
Springer US
Erschienen in
Education and Information Technologies / Ausgabe 5/2020
Print ISSN: 1360-2357
Elektronische ISSN: 1573-7608
DOI
https://doi.org/10.1007/s10639-020-10110-w

Weitere Artikel der Ausgabe 5/2020

Education and Information Technologies 5/2020 Zur Ausgabe