Factors Influencing the Use of M-Commerce: An Extended Technology Acceptance Model Perspective


  • Moussa Barry International Islamic University Malaysia, Kuala Lumpur
  • Muhammad Tahir Jan International Islamic University Malaysia, Kuala Lumpur


M-commerce, TAM, Privacy, Security, Malaysia


The application of m-commerce activities among smartphone users in Malaysia has become one of the major challenges for companies involved in m-commerce. The present study aims at identifying the factors influencing m-commerce use in Malaysia. An extended Technology Acceptance Model (TAM) is employed. A total of 350 questionnaires were distributed among smartphone users in the Klang Valley area of Malaysia. Two-stage Structural Equation Modelling (SEM) was employed to test the model of the study. The findings of the study reveal that behavioral intention has a significant positive influence on m-commerce use. The findings further reveal that perceived usefulness, perceived enjoyment, and privacy and security have significant positive influence on behavioral intention. These findings will benefit stakeholders involved in m-commerce activities such as providers, retailers, brands, and consumers. In addition, academicians and students can also benefit from this study in the context of m-commerce use in Malaysia.


Abdullah, K., Jan, M.T., and Manaf, N.H.A. “A Structural Equation Modelling Approach to Validate the Dimensions of SERVPERF in Airline Industry of Malaysia.” International Journal of Engineering and Management Sciences 3, no. 2 (2012): 134-41.

Agarwal, R., and Karahanna, E. “Time Flies When You're Having Fun: Cognitive Absorption and Beliefs about Information Technology Usage.” MIS Quarterly (2000): 665-94.

Ahmad, K., Khan, M.I., and Jan, M.T. “Online Banking Acceptance in Malaysia: A Students’ Behaviour Perspective.” MMR 45, no. 2 (2010): 1-13.

Ajzen, I. Attitudes, Personality and Behaviour. UK: Mc Graw-Hill Education, 1988.

______ and Fishbein, M. Understanding Attitudes and Predicting Social Behaviour. Engle-wood Cliffs, New Jersey: Prentice Hall, 1990.

Byrne, B.M. Structural Equation Modelling With AMOS: Basic Concepts, Applications, and Programming (2nd ed.). New York, NY: Taylor and Francis Group, 2010.

Chau, P.Y., and Hu, P.J.H. “Information Technology Acceptance by Individual Professionals: A Model Comparison Approach.” Decision Sciences 32, no. 4 (2001): 699-719.

Chong, A.Y.L., Chan, F.T.S., and Ooi, K.B. “Predicting Consumer Decisions to Adopt M-commerce: Cross-Country Empirical Examination Between China and Malaysia.” Decision Support Systems 53, no. 1 (2012): 34–43.

Cliquet, G., Gonzalez, C., Huré, E., and Picot-Coupey, K. “From Mobile Phone to Smartphone: What’s New About M-Shopping?” In Ideas in Marketing: Finding the New and Polishing the Old. Springer International Publishing (2015): 199-202.

Davis, F. D. Information Technology Introduction, 13, no. 3 (1989): 319–40.

_____, Bagozzi, R.P., and Warshaw, P.R. “Extrinsic and Intrinsic Motivation to Use Computers in the Workplace.” Journal of Applied Social Psychology 22, no. 14 (1992): 1111-32.

_____. “User Acceptance of Computer Technology: A Comparison of Two Theoretical Models.” Management Science 35, no. 8 (1989): 982-1003.

Dinev, T., Hart, P., and Mullen, M.R. “Internet Privacy Concerns and Beliefs about Government Surveillance: An Empirical Investigation.” Journal of Strategic Information Systems 17, no. 3 (2008): 214–33.

Eze, U.C., Ten, M.A., and Poong, Y.S. “M-commerce Usage in Malaysia: Assessing Key Determinants.” Paper presented at the International Conference on Social Science and Humanity IPEDR, 5. IACSIT Press, Singapore (2011): 265– 69.

Faqih, K.M., and Jaradat, M.I.R.M. “Assessing the Moderating Effect of Gender Differences and Individualism-Collectivism at Individual-Level on the Adoption of M-commerce Technology: TAM3 Perspective.” Journal of Retailing and Consumer Services, 22 (2015): 37-52.

Feng, H., Hoegler, T., and Stucky, W. “Exploring the Critical Success Factors for m-commerce.” In Mobile Business, 2006. International Conference (2006): 40–47.

Fishbein, M., and Ajzen, I. Belief, Attitude, Intention and Behaviour: An Introduction to Theory and Research. Reading: MA Addison Wesley, 1975.

Gefen, D., Karahanna, E., and Straub, D.W. “Trust and TAM in Online Shopping: An Integrated Model.” MIS Quaterly 27, no. 1 (2003): 51 – 90.

Gil-Lafuente, J., and Arroyo-Canada, F.-J. “Influence Factors in Adopting the M-Commerce.” Paper presented at the MOBILITY 2011, The First International Conference on Mobile Services, Resources, and Users (2011): 46–50.

Giovannini, C.J., Ferreira, J.B., Silva, J.F.D., and Ferreira, D.B. “The Effects of Trust Transference, Mobile Attributes And Enjoyment on Mobile Trust.” BAR-Brazilian Administration Review 12, 1 (2015): 88–108.

Gitau, L., and Nzuki, D. (2014). “Analysis of Determinants of M-Commerce Adoption by Online Consumers.” International Journal of Business, Humanities and Technology 4, no. 3 (2014): 88–94.

Ha, S., and Stoel, L. “Consumer E-Shopping Acceptance: Antecedents in a Technology Acceptance Model.” Journal of Business Research 62, no. 5 (2009): 565–71.

Hooi Ting, D., Fong Lim, S., Siuly Patanmacia, T., Gie Low, C., and Chuan Ker, G. “Dependency on Smartphone and the Impact on Purchase Behaviour.” Young Consumers 12, no. 3 (2011): 193-203.

Huei, P.V. “The Study on the Acceptance of Wireless Computing Devices among Consumers in Penang.” PhD dissertation, Nottingham Trent University. Olympia College, Penang, Malaysia, 2004.

Hung, Y., Yang, H., Hsiao, C., and Yang, Y. “A Study of Behavioural Intention for M-commerce Using Technology Acceptance Model.” ICEB (2004): 732-36.

Igbaria, M., Iivari, J., and Maragahh, H. “Why Do Individuals Use Computer Technology? A Finnish Case Study.” Information and Management 29, no. 5 (1995): 227-38.

Islam, M.A., Khan, M.A., Ramayah, T., and Hossain, M. M. “The Adoption of M-commerce Service Among Employed Mobile Phone Users in Bangladesh: Self-Efficacy as a Moderator.” International Business Research 4, no. 2 (2011): 80–9.

ITU. “ICT Facts and Figures 2016.” International Telecommunication Union. http://www.itu.int/en/ITU-D/Statistics/Pages/facts/ de fault.aspx

Jackson, C.M., Chow, S., and Leitch, R.A. “Toward an Understanding of the Behavioural Intention to Use an Information System.” Decision Sciences 28, no. 2 (1997): 357-89.

Jahanshahi, A., Mirzaie, A., and Asadollahi, A. “M-commerce Beyond Electronic Commerce: Issue and Challenges.” Asian Journal of Business and Management Sciences 1, no. 2 (2011): 119–29.

Jan, M.T., and Haque, A. “Antecedents of the Use of Online Banking by Students in Malaysia Extended TAM Validated Through SEM.” International Business Management 8, no. 5 (2014): 277-84.

Jaradat, M.I.R. “Applying the Technology Acceptance Model to the Introduction of Mobile Voting.” International Journal of Mobile Learning and Organisation 7, no. 1 (2013): 29 – 47.

Jiang, Pei-Wei, “The Growth Estimation of Global M-commerce market”, MIC Market Intelligence Center, http://mic.iii. org.tw/ intelligence/, May 2001.

Jillbert, J. and Ahmad, K. “Adoption, Diffusion, Use and Impact of M-Commerce within Campus Community: A Survey of International Students.” Proceedings of the 15th Annual SPUSC 2003: The Drive to be Different, Newcastle University, Australia, 2003.

Khalifa, M., and Ning Shen, K. “Explaining the Adoption of Transactional B2C M-commerce.” Journal of Enterprise Information Management 21, no. 2 (2008): 110-24.

Lee, M.K., Cheung, C.M., and Chen, Z. “Acceptance of Internet-Based Learning Medium: The Role of Extrinsic and Intrinsic Motivation.” Information and Management 42, no. 8 (2005): 1095-104.

Legris, P., Ingham, J., and Collerette, P. “Why Do People Use Information Technology? A Critical Review of the Technology Acceptance Model.” Information and Management 40, no. 3 (2003): 191-204.

Lindell, M. K., and Whitney, D. J. “Accounting for Common Method Variance in Cross-Sectional Research Designs.” Journal of Applied Psychology 86, no. 1 (2001): 114 – 21.

Lomax, R.G. and Schumacker, R.E. A Beginner’s Guide to Structural Equation Modeling (3rd ed). New York, NY: Taylor and Francis Group, 2010.

Mariga, J.R. Managing E-Commerce and Mobile Computing Technologies. IGI Global, 2003.

Mattila, M., Karjaluoto, H., and Pento, T. “Internet Banking Adoption among Mature Customers: Early Majority or Laggards?” Journal of Services Marketing 17, no. 5 (2003): 514-28.

Milberg, S.J., Smith, H.J., and Burke, S.J. “Information Privacy: Corporate Management and National Regulation.” Organization Science 11, no. 1 (2000): 35-57.

Mols, N. P., Nikolaj D. Bukh, P., and Flohr Nielsen, J. “Distribution Channel Strategies in Danish Retail Banking.” International Journal of Retail and Distribution Management 27, no. 1 (1999): 37-47.

Mun, Y.Y, and Hwang, Y. "Predicting the Use of Web-based Information Systems: Self-efficacy, Enjoyment, Learning Goal Orientation, and the Technology Acceptance Model.” International Journal of Human-Computer Studies 59, no. 4 (2003): 431-49.

Noor, M.N., Sreenivasan, J., and Ismail, H. “Malaysian Consumers Attitude towards Mobile Advertising, the Role of Permission and Its Impact on Purchase Intention: A Structural Equation Modeling Approach.” Asian Social Science 9, no. 5 (2013): 135–53.

Nunnally, J.C. Psychometric Theory. New York: McGraw Hill, 1978.

Pantano, E., and Di Pietro, L. “Understanding Consumer’s Acceptance of Technology-Based Innovations in Retailing.” Journal of Technology Management and Innovation 7, no. 4 (2012): 1–19.

Parasuraman, A., Zeithaml, V.A., and Berry, L.L. “SERVQUAL: A multiple Item Scale for Measuring Consumer Perceptions of Service Quality.” Journal of Retailing 64 (1988): 12-40.

Pennanen, K., Kaapu, T., and Paakki, M.K. “Trust, Risk, Privacy, and Security In E-Commerce.” Proceedings of the International Conference on Electronic Business (2006).

Phua, P.L., Wong, S.L., and Abu, R. (2012). Factors Influencing the Behavioural Intention to Use the Internet as a Teaching-learning Tool in Home Economics. Procedia-Social and Behavioral Sciences 59 (2012): 180-87.

Podsakoff, P.M., MacKenzie, S.B., Lee, J.Y., and Podsakoff, N.P. “Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies.” Journal of Applied Psychology 88, no. 5 (2003): 879 – 903.

Sadi, A. H.M., and Noordin, M.F. “Factors Influencing the Adoption of M-Commerce: An Exploratory Analysis.” International Conference on Industrial Engineering and Operations Management. Kuala Lumpur, Malaysia (2011): 492–99.

Sekaran, U. Research Methods for Business. USA: John Wiley and Sons Inc, 2003.

Shih, H.P. “An Empirical Study on Predicting User Acceptance of E-Shopping on the Web.” Information and Management 41, no. 3 (2004): 351-68.

Skiba, B., Johnson, M., Dillon, M., and Harrison, C. Moving in Mobile Media Mode. Lehman Brothers, 2000.

Sreenivasan, J., and Noor, M.N.M. “A Conceptual Framework on M-commerce Acceptance and Usage among Malaysian Consumers: The Influence of Location, Privacy, Trust and Purchasing Power.” WSEAS Transactions on Information Science and Applications 7, no. 5 (2010): 661-70.

Teo, T.S., Lim, V.K., and Lai, R.Y. “Intrinsic and Extrinsic Motivation in Internet Usage.” Omega 27, no. 1 (1999), 25-37.

Trivedi, J.P., and Kumar, S. “Determinants of M-commerce Acceptance amongst Gen Y.” Journal of Marketing Management 2, no. 2 (2014): 145–63.

Venkatesh, V. “Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model.” Information Systems Research 11, no. 4 (2000): 342-65.

______, and Davis, F.D. “A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies.” Management Science 46, no. 2 (2000): 186-204.

______, Speier, C., and Morris, M.G. “User Acceptance Enablers in Individual Decision Making about Technology: Toward an Integrated Model.” Decision Sciences 33, no. 2 (2002): 297-316.

Vijayasarathy, L.R. “Predicting Consumer Intentions to Use On-Line Shopping: The Case For an Augmented Technology Acceptance Model.” Information and Management 41, no. 6 (2004): 747–62.

Wei, R., Lo, V.H. “Staying Connected while on the move: Cell Phone Use and Social Connectedness.” New Media and Society 8, no. 1 (2006): 53 – 72.

Wei, T.T., Marthandan, G., Chong, Y.L.A., Ooi, K.B., and Arumugam, S. “What Drives Malaysian M-Commerce Adoption? An Empirical Analysis.” Industrial Management and Data Systems 109, no. 3 (2009): 370-88.

Wong, C.C., and Hiew, P.L. “Diffusion of Mobile Entertainment in Malaysia: Drivers and Barriers.” WEC, 5 (2005): 263-66.

______. “The State of Deployment and Adoption of Mobile Services in Malaysia : A Comparative Study.” Paper presented at International Conference on E-commerce, 2005.

______. “Factors Influencing the Adoption of Mobile Entertainment: Empirical Evidence from a Malaysian Survey.” International Conference on Mobile Business. Kuala Lumpur, Malaysia (2005): 3–6.

Wu, J.H., and Wang, S.C. “What Drives M-commerce? An Empirical Evaluation of the Revised Technology Acceptance Model.” Information and Management 42, no. 5 (2005): 719-29.

Yang, K.C.C. “Exploring Factors Affecting The Adoption of M-commerce in Singapore.” Telematics and Informatics 22, no. 3 (2005): 257–77.

Zhao, W., and Othman, M.N. “Predicting and Explaining Complaint Intention and Behavior of Malaysian Consumers: An Application of The Planned Behavior Theory.” Advances in International Marketing 9, no. 21 (2010): 229–52.




How to Cite

Barry, M., & Jan, M. T. (2018). Factors Influencing the Use of M-Commerce: An Extended Technology Acceptance Model Perspective. International Journal of Economics, Management and Accounting, 26(1), 157-183. Retrieved from https://journals.iium.edu.my/enmjournal/index.php/enmj/article/view/502