An Analysis of the Factors Affecting University Students Intention to Use Mobile Commerce: An Extended TPB

Ahmad, M., Ahmad, K., & Bhatti, R. (2023). Assessing the impact of knowledge management factors on digital resources acceptance: a survey of postgraduate students of public sector universities of Punjab. The Electronic Library, 41(5), 617-640. https://doi.org/10.1108/el-01-2023-0013
Ahmed, B., & Barry, M. (2023). A preliminary investigation into the knowledge-sharing practices of academic librarians in Malaysia. Research Journal of Library and Information Science, 7(1), 24-39. https://doi.org/10.22259/2637-5915.0701003
Ahuja, R. (2018). Mobile payments for conducting M-Commerce. In Mobile commerce: Concepts, methodologies, tools, and applications (pp. 450-467). IGI Global. https://doi.org/10.4018/978-1-5225-0236-4.CH008
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179-211. https://doi.org/10.1016/0749-5978(91)90020-T
Ajzen, I., & Fishbein, M. (1975). Belief, attitude, intention, and behavior: An introduction to theory and research.
Almaiah, M. A., Al-Rahmi, A., Alturise, F., Hassan, L., Lutfi, A., Alrawad, M., & Aldhyani, T. H. (2022). Investigating the effect of perceived security, perceived trust, and information quality on mobile payment usage through near-field communication (NFC) in Saudi Arabia. Electronics, 11(23), 3926. https://doi.org/10.3390/electronics11233926
Andronie, M., L?z?roiu, G., ?tef?nescu, R., Ionescu, L., & Coco?atu, M. (2021). Neuro-management decision-making and cognitive algorithmic processes in the technological adoption of mobile commerce apps. Oeconomia Copernicana, 12(4), 1033-1062. https://doi.org/10.24136/oc.2021.034
Aprilia, C., & Amalia, R. (2023). Perceived security and technology continuance theory: An analysis of mobile wallet users’ continuance intention. Global Business Review, 0(0). https://doi.org/10.1177/09721509221145831
Ardiansyahmiraja, B., Andajani, E., & Wicaksono, A. P. (2023). Effects of e-servicescape dimensions on online food delivery services’ purchase intention. Journal of Foodservice Business Research, 1-17. https://doi.org/10.1080/15378020.2023.2227142
Asampana, I., Akanferi, A. A., Matey, A. H., & Tanye, H. A. (2022). Adoption of mobile commerce services among artisans in developing countries. Interdisciplinary Journal of Information, Knowledge, and Management, 17, 101-123.
https://doi.org/10.28945/4921
Balague, C., & Zhao, Z. (2021). Mobile social commerce. In Research Anthology on E-Commerce Adoption, Models, and Applications for Modern Business (pp. 40-52). IGI Global. https://doi.org/10.4018/978-1-5225-2449-6.CH007
Barakovic, S., & Husic, J. B. (2023). The importance of security matters for quality of experience in mobile web context. International Journal of Human–Computer Interaction, 39(8), 1712-1722. https://doi.org/10.1080/10447318.2022.2072454
Barry, M., & Jan, M. T. (2016). What drives social networking users to use mobile commerce? American Journal of Social Sciences, 1, B6-B16.
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.
Barry, M., Haque, A. A., & Jan, M. T. (2024a). Factors affecting the intention to use mobile commerce in Malaysia: An integration of TAM And IS success model. International Journal of Academic Research in Business and Social Sciences, 14(3), 726-753. http://dx.doi.org/10.6007/IJARBSS/v14-i3/21037.
Barry, M., Haque, A. A., & Jan, M. T. (2024b). Mobile commerce adoption in Malaysia: A conceptual framework. Open Journal of Economics and Commerce, 5(1), 4-12. https://doi.org/10.22259/2638-549X.0501002
Bhullar, A., & Gill, P. S. (2019). Future of mobile commerce: an exploratory study on factors affecting mobile users’ behaviour intention. International Journal of Mathematical, Engineering and Management Sciences, 4(1), 245.
https://doi.org/10.33889/IJMEMS.2019.4.1-021
Bui, N., Pham, L., Williamson, S., Mohebbi, C., & Le, H. (2020). Intention to use mobile commerce: Evidence from emerging economies. International Journal of Enterprise Information Systems (IJEIS), 16(1), 1-30. https://doi.org/10.4018/ijeis.2020010101
Cenfetelli, R. T., Bassellier, G. (2009). Interpretation of formative measurement in information systems research. MIS Q, 33, 689–707. https://doi.org/10.2307/20650323
Chan, X. Y., Rahman, M. K., Mamun, A. A., A. Salameh, A., Wan Hussain, W. M. H., & Alam, S. S. (2022). Predicting the intention and adoption of mobile shopping during the COVID-19 lockdown in Malaysia. Sage Open, 12(2).
https://doi.org/10.1177/2158244022109501
Chao, C. N. (2017). Emergence impacts of mobile commerce: An exploratory study. Journal of Management and Strategy, 8(2), 63-70. https://doi.org/10.5430/JMS.V8N2P63
Chen, B., Chen, H., Cheng, Q., & Li, Y. (2023). The development of China’s digital economy and its implications for China-ASEAN Cooperation. East Asian Policy, 15(03), 49-81. https://doi.org/10.1142/s1793930523000211
Chen, M. (2023). Adapting to online and blended learning in higher education: Supporting the retention and success of the expanded and diversified intake: edited by David Kember, Robert A. Ellis, Si Fan, and Allison Trimble, Singapore, Springer Singapore, 2023, XIII+ 459 pp. 117.79 (e-Book), ISBN 97898199089811.
https://doi.org/10.1080/03623319.2023.2253578
Chin, A. G., Harris, M. A., & Brookshire, R. (2022). An empirical investigation of intent to adopt mobile payment systems using a trust-based extended valence framework. Information Systems Frontiers, 1-19. https://doi.org/10.1007/s10796-020-10080-x
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
Du, S. R. (2019). A review for mobile commerce research and service. DEStech Transactions on Social Science, Education and Human Science.
https://doi.org/10.12783/DTSSEHS/ICSSM2018/27094.
El Ashfahany, A., Azzahra, F., & Unal, I. M. (2023). Intention to use sharia e-commerce: Applying a combination of the technology acceptance model and theory of planned behavior. Innovative Marketing, 19(2), 184. https://doi.org/10.21511/im.19(2).2023.15
El-Ebiary, Y. A. B., Pathmanathan, P. R., Tarshany, Y. M. A., Jusoh, J. A., Aseh, K., Al Moaiad, Y., & Bamansoor, S. (2021). Determinants of customer purchase intention using Zalora mobile commerce application. In 2021 2nd International Conference on Smart Computing and Electronic Enterprise (ICSCEE) (pp. 159-163). IEEE. https://doi.org/10.1109/ICSCEE50312.2021.9497995
Esawe, A. T. (2022). Understanding mobile e-wallet consumers’ intentions and user behavior. Spanish Journal of Marketing-ESIC, 26(3), 363-384. https://doi.org/10.1108/sjme-05-2022-0105
Field, A. (2017). Discovering statistics using IBM SPSS statistics, 5th ed. London, UK: Sage Publications Limited.
Gull, H., Saeed, S., Iqbal, S. Z., Bamarouf, Y. A., Alqahtani, M. A., Alabbad, D. A., & Alamer, A. (2022). An empirical study of mobile commerce and customers security perception in Saudi Arabia. Electronics, 11(3), 293. https://doi.org/10.3390/electronics11030293
Gunawan, C. M., Rahmania, L., & Kenang, I. H. (2023). The influence of social influence and peer influence on intention to purchase in e-commerce. Review of Management and Entrepreneurship, 7(1), 61-84. https://doi.org/10.37715/rme.v7i1.3683
Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2010). Multivariate data analysis. Prentice Hall, 816.
Hair, J., Black, W., Babin, B., & Anderson, R. (2009). Multivariate data analysis: A Global perspective, 7th ed.; Prentice Hall: Upper Saddle River, NJ, USA.
Horga, M. G., Nica, E., & Nancu, D. (2021). Perceptions and behavior-related intentions of consumers in smartphone-based mobile commerce. In SHS Web of Conferences (Vol. 92, p. 06011). EDP Sciences. https://doi.org/10.1051/SHSCONF/20219206011
Huang, Y. C. (2023). Integrated concepts of the UTAUT and TPB in virtual reality behavioral intention. Journal of Retailing and Consumer Services, 70, https://doi.org/10.1016/j.jretconser.2022.103127.
Jahanshahi, A. A., Mirzaie, A., & Asadollahi, A. (2011). Mobile commerce beyond electronic commerce: Issue and challenges. Asian Journal of Business and Management Sciences, 1(2), 119-129.
Jain, N. K., Kaul, D., & Sanyal, P. (2021). What drives customers towards mobile shopping? An integrative technology continuance theory perspective. Asia Pacific Journal of Marketing and Logistics, 34 (5), 922 – 943. https://doi.org/10.1108/APJML-02-2021-0133
Jain, N., & Tan, T. F. (2022). M-commerce, sales concentration, and inventory management. Manufacturing & Service Operations Management, 24(4), 2256-2273. https://doi.org/10.2139/ssrn.3763707
Kao, W. K., & L’Huillier, E. A. (2022). The moderating role of social distancing in mobile commerce adoption. Electronic Commerce Research and Applications, 52. https://doi.org/10.1016/j.elerap.2021.101116
Kholid, M. N., Lutfiani, A. P., & Salsabilla, S. (2023). Determinants students continue usage of e-book: A developing country experience. In Artificial Intelligence (AI) and Finance (pp. 280-289). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-39158-3_26.
Kim, J., & Seo, J. (2017). User resistance to digital goods: a case of e-books. 14th Asia-Pacific Regional Conference of International Telecommunication Society (ITS): Mapping ICT into Transformation for the Next Information Society, Kyoto, Japan (24th – 27th June 2017).
Kristensen, L. B., & Luders, M. (2023). Convenient and worth the price? Identifying early users and predicting future use of book streaming services. Convergence, 29(1), 183-200. https://doi.org/10.1177/13548565211057516
Lestari, E. J., & Hartono, A. (2023). Digital innovation piracy in online entertainment media in Indonesia: Determinants of individual Planned Behavior. Journal of Economics, Management and Trade, 29(8), 140-152.
https://doi.org/10.9734/jemt/2023/v29i81122
Li, H. (2023). Factors impacting male students’ behavioral intentions to purchase mobile reading apps in chengdu, China. AU-GSB e-JOURNAL, 16(1), 70-81.
Li, K. (2023). Determinants of college students’ actual use of AI-based systems: An extension of the technology acceptance model. Sustainability, 15(6), 5221.
https://doi.org/10.3390/su15065221
Li, X., Shi, X., Xie, R., & Gu, Z. (2023). Evaluating mobile commerce vendors in the era of smart libraries. Library & Information Science Research, 45(3).
https://doi.org/10.1016/j.lisr.2023.101254
Ligaraba, N., Nyagadza, B., D?rfling, D., & Zulu, Q. M. (2023). Factors influencing re-usage intention of online and mobile grocery shopping amongst young adults in South Africa. Arab Gulf Journal of Scientific Research, 41(3), 389-415. https://doi.org/10.1108/agjsr-06-2022-0088
Liu, C. H., Chen, Y. T., Kittikowit, S., Hongsuchon, T., & Chen, Y. J. (2022). Using unified theory of acceptance and use of technology to evaluate the impact of a Mobile payment app on the shopping intention and usage behavior of middle-aged customers. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.830842
Lucas, G. A., Lunardi, G. L., & Dolci, D. B. (2023). From e-commerce to m-commerce: An analysis of the user’s experience with different access platforms. Electronic Commerce Research and Applications, 58, https://doi.org/10.1016/j.elerap.2023.101240
Malik, I. A., Raza, M. A., Hadi, N. U., Khan, M. J., & Hameed, F. (2023). Social commerce constructs and purchase intention on social commerce sites: Investigating the role of affective and cognitive attitudes in managing digital marketing challenges. Management & Marketing, 18(s1), 474-495. https://doi.org/10.2478/mmcks-2023-0026
Misra, R., Mahajan, R., & Singh, N. (2022). Analysis of factors affecting intent to use mobile commerce services in India. International Journal of E-Services and Mobile Applications (IJESMA), 14(1), 1-21. https://doi.org/10.4018/ijesma.300268
Mokhtar, S., Hilaluddin, T., & Nik Nazli, N. N. N. (2023). Challenges impacting students' intention to effectively use e-learning method in a virtual learning environment. International Journal of Technology in Education, 6(2), 310-325. https://doi.org/10.46328/ijte.407
Mollick, J., Cutshall, R., Changchit, C., & Pham, L. (2023). Contemporary mobile commerce: Determinants of its adoption. Journal of Theoretical and Applied Electronic Commerce Research, 18(1), 501-523. https://doi.org/10.3390/jtaer18010026
Morgan, J. (2019). E-commerce payments trends: Malaysia. https://www.jpmorgan.com/europe/merchant-services/insights/reports/malaysia.
Muller, J. (2022). Smartphone penetration in Malaysia 2010 – 2025. https://www.statista.com/statistics/625418/smartphone-user-penetration-in-malaysia/
Narang, B., & Arora, J. B. (2016). Present and future of mobile commerce: Introduction, comparative analysis of m-commerce and e-commerce, advantages, present and future. In Securing transactions and payment systems for m-Commerce (pp. 293-308). IGI Global. https://doi.org/10.4018/978-1-5225-0236-4.CH015
Njenga, A. K., Litondo, K., & Omwansa, T. (2016). A theoretical review of mobile commerce success determinants. Journal of Information Engineering and Applications, 6(5), 13-23.
Nokia, O., Yrjola, F. S., & Matinmikko-Blue, M. (2023). The importance of business models in mobile communications. In The Changing World of Mobile Communications: 5G, 6G and the Future of Digital Services, 138. httsp://doi.org/10.1007/978-3-031-33191-6.
Nunnally, J. C. (1978). Psychometric theory. McGraw Hill: New York, NY, USA,
Nur, T., & Panggabean, R. R. (2021). Factors influencing the adoption of mobile payment method among generation Z: The extended UTAUT approach. Journal of Accounting Research, Organization, and Economics, 4(1), 14 – 28. https://doi.org/10.24815/JAROE.V4I1.19644
Nurchayati, N., Widayati, T., Sulistiyani, S., & Suprapti, S. (2023). Antecedents of user attitude towards e-commerce and future purchase intention. International Journal of Data and Network Science, 7(1), 505-512. https://doi.org/10.5267/j.ijdns.2022.8.007
O’Dea, S. (2020). Number of Smartphone Users from 2016 to 2021 (in billions). https://www.statista.com/statistics/330695/number-of-smartphone-users-worldwide/
Patel, R. A. P. (2023). A comparative analysis of consumer attitudes towards online shopping in Gujarat. Top American Journal of Marketing and Management, 8(1), 22-44.
Puiu, S., Demyen, S., Tanase, A. C., Varzaru, A. A., & Bocean, C. G. (2022). Assessing the adoption of mobile technology for commerce by Generation Z. Electronics, 11(6), 866. https://doi.org/10.3390/electronics11060866
Saprikis, V., & Avlogiaris, G. (2021). Factors that determine the adoption intention of direct mobile purchases through social media apps. Information, 12(11), 449. https://doi.org/10.3390/info12110449
Suo, W. J. (2019). Factors influencing behavioural intention to adopt the QR-Code payment in Sarawak. Master Thesis: Curtin University.
Taneja, B. (2021). The digital edge for m-commerce to replace e-commerce. In Emerging Challenges, Solutions, and Best Practices for Digital Enterprise Transformation (pp. 299-318). IGI Global. https://doi.org/10.4018/978-1-7998-8587-0.CH016
Thinh, N. H. T., Pham, L., & Strickler, C. (2019). Customer trust and purchase intention: How do primary website service quality dimensions matter in the context of luxury hotels in Vietnam. International Journal of E-Services and Mobile Applications (IJESMA), 11(1), 1-23. https://doi.org/10.4018/IJESMA.2019010101
Tian, Y., Chan, T. J., Suki, N. M., & Kasim, M. A. (2023). Moderating role of perceived trust and perceived service quality on consumers’ use behavior of Alipay e-wallet system: the perspectives of technology acceptance model and theory of planned behavior. Human Behavior and Emerging Technologies. https://doi.org/10.1155/2023/5276406
Tiew, K. Y. (2023). The influence of electronic word of mouth (eWOM) on the purchase intention of technological gadgets. Doctoral dissertation, UTAR.
Tucker, L. R., Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38, 1–10. https://doi.org/10.1007/BF02291170
Van Tonder, E., Fullerton, S., De Beer, L. T., & Saunders, S. G. (2023). Social and personal factors influencing green customer citizenship behaviours: The role of subjective norm, internal values, and attitudes. Journal of Retailing and Consumer Services, 71. https://doi.org/10.1016/j.jretconser.2022.103190
Van, H. N., Pham, L., Williamson, S., Huong, V. T., Hoa, P. X., & Trang, P. L. H. (2020). Impact of perceived risk on mobile banking usage intentions: trust as a mediator and a moderator. International Journal of Business and Emerging Markets, 12(1), 94-118. https://doi.org/10.1504/ijbem.2020.10027345
Varzaru, A. A., & Bocean, C. G. (2021). A two-stage SEM–artificial neural network analysis of mobile commerce and its drivers. Journal of Theoretical and Applied Electronic Commerce Research, 16(6), 2304-2318. https://doi.org/10.3390/jtaer16060127
Wang, L., Wang, X., Wang, Z., & Zhao, Y. (2023). Influence mechanism of implementation intentions from the perspective of time and space in mobile shopping. International Journal of Human–Computer Interaction, 39(8), 1675-1689. https://doi.org/10.1080/10447318.2022.2070106
Widiar, G., Yuniarinto, A., & Yulianti, I. (2023). Perceived ease of use’s effects on behavioral intention mediated by perceived usefulness and trust. Interdisciplinary Social Studies, 2(4), 1829-1844. https://doi.org/10.55324/iss.v2i4.397
Yahaya, S., Hamid, S. N. A., & Nafi, S. N. M. (2022). Determinants for m-commerce adoption in Malaysian SMEs: A conceptual framework. International Journal of Business and Economy, 4(1), 138-149. https://myjms.mohe.gov.my/index.php/ijbec/article/download/17655/9294/
Yang, C. C., Yang, S. Y., & Chang, Y. C. (2023). Predicting older adults’ mobile payment adoption: An extended TAM model. International journal of environmental research and public health, 20(2), 1391. https://doi.org/10.3390/ijerph20021391
Ye, P., & Liu, L. (2021). Effects of interactivity on consumer behavioral intention in mobile social commerce in China. Information Resources Management Journal (IRMJ), 34(3), 21-40. https://doi.org/10.4018/IRMJ.2021070102.

(Barry et al., 2024)
Barry, M., Haque, A. A., & Jan, M. T. (2024). An Analysis of the Factors Affecting University Students Intention to Use Mobile Commerce: An Extended TPB. International Journal of Academic Research in Economics and Management and Sciences, 13(2), 89–107.

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