Extracting Best Set of Factors that Affect Students Adoption of Smartphone for University Education: Empirical Evidence from UTAUT-2 Model

Mazharuddin Syed Ahmed, John Everett and Wendy Fox Turnbull


Technology acceptance models are used in studies aimed at predicting and explaining the user’s behaviors towards the acceptance and usage of new technologies. This paper reports the findings from a doctoral research which focused on analyzing the acceptance of smartphones as learning tools between the two contexts of the study: the College of Engineering (CX1) and the College of Education (CX2) at the University of Canterbury, New Zealand. This study was guided by the Unified Theory of Acceptance and Use of Technology (UTAUT2) model. The survey questionnaire targeted 310 respondents selected through opportunity sampling after distributing 1170 survey questionnaires. This reseach attempts to validate eh survey instrument using data analysis using Exploratory Factor Analysis (EFA). This technique can better articulate intercorrelated variables together with more accuracy and adopts stringent model fit assessment and validation. This study adopted a five step factor extraction method using EFA in finding the best set of variables that explain the adoption of the smartphone as a learning tool.

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Ajzen, Icek. (1991). The theory of planned behavior. Organizational behavior and human decision processes, 50(2), 179-211.

Ali Yaslam Almatari, Noorminshah A.Iahad and Ali Saleh Balaid. (2010). Factors Influencing Students' Intention to Use M-learning. Journal Of Information Systems Research And Innovation.

Chesney, Thomas. (2006). An acceptance model for useful and fun information systems. Human Technology: An Interdisciplinary Journal on Humans in ICT Environments, 2(2), 225-235.

Child, Dennis. (2006). The essentials of factor analysis: A & C Black.

Costello, AB, & Osborne, JW. (2011). Best practices in exploratory factor analysis: four recommendations for getting the most from your analysis. Pract Assess Res Eval 2005; 10. pareonline. net/getvn. asp, 10, 7.

Dixit, Sudhir, Ojanpera, Tero, van Nee, Richard, & Prasad, Ramjee. (2011). Introduction to globalization of mobile and wireless communications: Today and in 2020 Globalization of Mobile and Wireless Communications (pp. 1-8): Springer.

Ekstrom, Ruth B, French, John W, Harman, Harry H, & Dermen, Diran. (1976). Manual for kit of factor referenced cognitive tests: Educational Testing Service.

Field, Andy. (2013). Discovering statistics using IBM SPSS statistics: Sage.

Hair, Joseph F, Sarstedt, Marko, Pieper, Torsten M, & Ringle, Christian M. (2012). The use of partial least squares structural equation modeling in strategic management research: a review of past practices and recommendations for future applications. Long range planning, 45(5), 320-340.

Henseler, Jorg, Ringle, Christian M, & Sinkovics, Rudolf R. (2009). The use of Partial Least Squares Path Modeling in International Marketing.

Jairak, Kallaya, Praneetpolgrang, Prasong, & Mekhabunchakij, Kittima. (2009). An acceptance of mobile learning for higher education students in Thailand. Paper presented at the Sixth International Conference on eLearning for Knowledge-Based Society, Thailand.

Kaiser, Henry F. (1960). The application of electronic computers to factor analysis. Educational and psychological measurement.

Lin, Song, Lin, Sally, & Huang, Xiong. (2011). Advances in Computer Science, Environment, Ecoinformatics, and Education, Part IV: International Conference, CSEE 2011, Wuhan, China, August 21-22, 2011. Proceedings (Vol. 217): Springer Science & Business Media.

Linovo. (2014). Global Smartphone Market Analysis and Outlook: Disruption in a Changing Market.

Nassuora, Ayman Bassam. (2012). Students acceptance of mobile learning for higher education in Saudi Arabia. American Academic & Scholarly Research Journal, 4(2), 24-30.

Pitchayadejanant, Krittipat. (2011). Intention To Use Of Smart Phone In Bangkok Extended Utaut Model By Perceived Value. Paper presented at the International Conference on Management (ICM 2011) Proceeding. Conference Master Resources.

Shin, Dong-Hee, Shin, Youn-Joo, Choo, Hyunseung, & Beom, Khisu. (2011). Smartphones as smart pedagogical tools: Implications for smartphones as u-learning devices. Computers in Human Behavior, 27(6), 2207-2214.

Slade, Emma, Williams, Michael, & Dwivdei, Yogesh. (2013). Extending UTAUT2 To Explore Consumer Adoption Of Mobile Payments. Paper presented at the Proceedings of the UK Academy for Information Systems Conference, March.

Sundaravej, Thanaporn. (2010). Empirical validation of unified theory of acceptance and use of technology model. Journal of Global Information Technology Management, 13(1), 5-27.

Tabachnick, Barbara G, & Fidell, Linda S. (2001). Using multivariate statistics.

Venkatesh, Viswanath, Morris, Michael G, Davis, Gordon B, & Davis, Fred D. (2003). User acceptance of information technology: Toward a unified view. MIS quarterly, 425-478.

Venkatesh, Viswanath, Thong, James YL, & Xu, Xin. (2012). Consumer acceptance and use of information technology: extending the unified theory of acceptance and use of technology. MIS quarterly, 36(1), 157-178.

Weiwei SHI, Dong CHENG. (2007). An Empirical Research on Infomediaries Based on Unified Theory of Acceptance and Use of Technology (UTAUT).

Williams, Brett, Brown, Ted, & Onsman, Andrys. (2012). Exploratory factor analysis: A five-step guide for novices. Australasian Journal of Paramedicine, 8(3), 1.

Wu, Mei-Ying, Yu, Pei-Yuan, & Weng, Yung-Chien. (2012). A Study on User Behavior for I Pass by UTAUT: Using Taiwan's MRT as an Example. Asia Pacific Management Review, 17(1), 92-111.

Wu, Yu-Lung, Tao, Yu-Hui, & Yang, Pei-Chi. (2008). The use of unified theory of acceptance and use of technology to confer the behavioral model of 3G mobile telecommunication users. Journal of Statistics and Management Systems, 11(5), 919-949.

Yu, Chian-Son. (2012). Factors affecting individuals to adopt mobile banking: Empirical evidence from the UTAUT model. Journal of Electronic Commerce Research, 13(2), 104-121.