Graduates’ intention to develop live commerce: The educational background perspective using multi-group analysis
Abstract
Objective: This study explores graduates’ intention to develop live commerce based on the theory of planned behaviour (TPB) and it analyses influencing factors based on attitude, subject norm, and perceived control aspects. Moreover, it focuses on the impact of graduates’ educational background and explores its moderating role using multi-group analysis.
Research Design & Methods: Through analysing 420 graduate samples based on the partial least squares path modelling and variance-based structural equation modelling (PLS-SEM), the study results proved that attitude, subject norm, and perceived control factors positively affect graduates’ live commerce intention.
Findings: The research results show that – compared to the high school or junior college background – the subject norm factor exerts a more substantial influence on the live commerce intention of graduates with a bachelor’s degree. Meanwhile, the subject norm factor exerts a more significant impact on the live commerce intention of graduates with master’s or doctoral degrees than those with Bachelor’s degrees.
Implications & Recommendations: Considering the impact of educational background, this article explores the moderating role of educational background and promotes the multi-group analysis based on it.
Contribution & Value Added: The study proved that graduates with a higher degree will pay more attention to the subject norm factor while making live commerce decisions thus contributing to educational management.
Keywords
Graduates’ entrepreneurship; Live commerce intention; TPB model; Educational background; Multi-group analysis
References
Afthanorhan, A., Ghazali, P.L., & Rashid, N. (2021). Discriminant Validity: A Comparison of CBSEM and Con-sistent PLS using Fornell & Larcker and HTMT Approaches. Paper presented at the Journal of Physics: Conference Series.
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
Al-Jubari, I. (2019). College students’ entrepreneurial intention: Testing an integrated model of SDT and TPB. Sage Open, 9(2), 1-15. https://doi.org/10.1177/2158244019853467
Alam, M.Z., Kousar, S., & Rehman, C. (2019). Role of entrepreneurial motivation on entrepreneurial inten-tions and behaviour: theory of planned behaviour extension on engineering students in Pakistan. Jour-nal of Global Entrepreneurship Research, 9(1), 1-20. https://doi.org/10.1186/s40497-019-0175-1
Bae, T.J., Qian, S., Miao, C., & Fiet, J.O. (2014). The relationship between entrepreneurship education and entrepreneurial intentions: A meta-analytic review. Entrepreneurship Theory and Practice, 38(2), 217-254. https://doi.org/10.1111/etap.12095
Cai, J., & Wohn, D.Y. (2019). Live streaming commerce: Uses and gratifications approach to understanding consumers’ motivations. Paper presented at the Proceedings of the 52nd Hawaii International Confer-ence on System Sciences.
Chin, W.W. (1998). Commentary: Issues and opinion on structural equation modeling. JSTOR, 22(11), vii-xvi. Retrieved from https://www.jstor.org/stable/249674 on January 1, 2023.
do Paço, A.M.F., Ferreira, J.M., Raposo, M., Rodrigues, R.G., & Dinis, A. (2011). Behaviours and entrepreneur-ial intention: Empirical findings about secondary students. Journal of International Entrepreneurship, 9(1), 20-38. https://doi.org/10.1007/s10843-010-0071-9
Farrukh, M., Alzubi, Y., Shahzad, I.A., Waheed, A., & Kanwal, N. (2018). Entrepreneurial intentions: The role of personality traits in perspective of theory of planned behaviour. Asia Pacific Journal of Innovation and Entrepreneurship, 12(3), 399-414. https://doi.org/10.1108/APJIE-01-2018-0004
Fatoki, O. (2014). The entrepreneurial intention of undergraduate students in South Africa: The influences of entrepreneurship education and previous work experience. Mediterranean Journal of Social Sciences, 5(7), 294. https://doi.org/10.5901/mjss.2014.v5n7p294
Ferreira, A.D.S.M., Loiola, E., & Gondim, S.M.G. (2017). Motivations, business planning, and risk manage-ment: entrepreneurship among university students. RAI Revista de Administracao e Inovacao, 14(2), 140-150. https://doi.org/10.1016/j.rai.2017.03.003
Ferreras-Garcia, R., Hernández-Lara, A.B., & Serradell-López, E. (2021). Gender and learning results: a study on their relationship in entrepreneurship education and business plans. Studies in Higher Education, 46(11), 2355-2370. https://doi.org/10.1080/03075079.2020.1723525
Fornell, C., & Larcker, D.F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.1177/002224378101800104
Gibson, D., Harris, M.L., Mick, T.D., & Burkhalter, T.M. (2011). Comparing the entrepreneurial attitudes of university and community college students. Journal of Higher Education Theory and Practice, 11(2), 11-19. Retrieved from http://www.na-businesspress.com/jhetp/GibsonWeb.pdf on January 1, 2023.
Gurel, E., Madanoglu, M., & Altinay, L. (2021). Gender, risk-taking and entrepreneurial intentions: assessing the impact of higher education longitudinally. Education+ Training, 63(5), 777-792. https://doi.org/10.1108/ET-08-2019-0190
Hair, J., Hollingsworth, C.L., Randolph, A.B., & Chong, A.Y.L. (2017). An updated and expanded assessment of PLS-SEM in information systems research. Industrial Management & Data Systems, 117(3), 442-458. https://doi.org/10.1108/IMDS-04-2016-0130
Hair Jr, J.F., Hult, G.T.M., Ringle, C., & Sarstedt, M. (2016). A primer on partial least squares structural equa-tion modeling (PLS-SEM): Sage publications.
Henseler, J., Ringle, C.M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in vari-ance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115-135. https://doi.org/10.1007/s11747-014-0403-8
Huang, Q., Liu, X., & Li, J. (2020). Contextualization of Chinese entrepreneurship research: an overview and some future research directions. Entrepreneurship & Regional Development, 32(5-6), 353-369. https://doi.org/10.1080/08985626.2019.1640437
Ismail, A., Adnan, W.N., Masek, A., Hassan, R., Hashim, S., & Ismail, M.E. (2019). Effectiveness of entrepre-neurship programmes in developing entrepreneurship skills towards quality TVET graduates. Journal of Technical Education and Training, 11(1). Retrieved from https://penerbit.uthm.edu.my/ojs/index.php/JTET/article/view/3222 on January 1, 2023.
Israr, M., & Saleem, M. (2018). Entrepreneurial intentions among university students in Italy. Journal of Global Entrepreneurship Research, 8(1), 1-14. https://doi.org/10.1186/s40497-018-0107-5
Karimi, S., Biemans, H. J., Lans, T., Chizari, M., Mulder, M., & Mahdei, K.N. (2013). Understanding role models and gender influences on entrepreneurial intentions among college students. Procedia-social and Behav-ioral Sciences, 93, 204-214. https://doi.org/10.1016/j.sbspro.2013.09.179
Lee, C.-H., & Chen, C-W. (2021). Impulse buying behaviors in live streaming commerce based on the stimu-lus-organism-response framework. Information, 12(6), 241. https://doi.org/10.3390/info12060241
Li, L., & Kang, K. (2021a). Effect of the Social and Cultural Control on Young Eastern Ethnic Minority Groups’ Online-Startup Motivation. Entrepreneurship Research Journal (ahead-of-print). https://doi.org/10.1515/erj-2021-0262
Li, L., & Kang, K. (2021b). Why ethnic minority groups’ online-startups are booming in China’s tight cultural ecosystem?. Journal of Entrepreneurship in Emerging Economies (ahead-of-print). https://doi.org/10.1108/JEEE-08-2021-0322
Li, L., & Kang, K. (2022). Impact of opportunity and capability on e-entrepreneurial motivation: a comparison of urban and rural perspectives. Journal of Entrepreneurship in Emerging Economies(ahead-of-print). https://doi.org/10.1108/JEEE-06-2022-0178
Li, L., Kang, K., & Sohaib, O. (2021). Investigating factors affecting Chinese tertiary students’ online-startup motivation based on the COM-B behaviour changing theory. Journal of Entrepreneurship in Emerging Economies (ahead-of-print). https://doi.org/10.1108/JEEE-08-2021-0299
Li, L., Kang, K., Zhao, A., & Feng, Y. (2022). The impact of social presence and facilitation factors on online consumers’ impulse buying in live shopping-celebrity endorsement as a moderating factor. Information Technology & People (ahead-of-print). https://doi.org/10.1108/ITP-03-2021-0203
Liang, H., Saraf, N., Hu, Q., & Xue, Y. (2007). Assimilation of enterprise systems: the effect of institutional pressures and the mediating role of top management. MIS Quarterly, 31(1), 59-87. https://doi.org/10.2307/25148781
Liñán, F., & Rodríguez‐Cohard, J.C. (2015). Assessing the stability of graduates’ entrepreneurial intention and exploring its predictive capacity. Academia Revista Latinoamericana de Administración, 28(1), 77-98. https://doi.org/10.1108/ARLA-06-2013-0071
Maes, J., Leroy, H., & Sels, L. (2014). Gender differences in entrepreneurial intentions: A TPB multi-group analysis at factor and indicator level. European Management Journal, 32(5), 784-794. https://doi.org/10.1016/j.emj.2014.01.001
Moreno-Gómez, J., Gómez-Araujo, E., & Castillo-De Andreis, R. (2020). Parental role models and entrepre-neurial intentions in Colombia: does gender play a moderating role?. Journal of Entrepreneurship in Emerging Economies, 12(3), 413-429. https://doi.org/10.1108/JEEE-04-2019-0048
Nguyen, C. (2018). Demographic factors, family background and prior self-employment on entrepreneurial intention-Vietnamese business students are different: why?. Journal of Global Entrepreneurship Re-search, 8(1), 1-17. https://doi.org/10.1186/s40497-018-0097-3
Pulka, B.M., Aminu, A.A., & Rikwentishe, R. (2015). the effects of entrepreneurship education on university students’ attitude and entrepreneurial intention. European Journal of Business and Management, 7(20), 149-157. Retrieved from https://www.researchgate.net/publication/301355044 on January 1, 2023.
Robledo, J.L.R., Arán, M.V., Sanchez, V.M., & Molina, M.Á.R. (2015). The moderating role of gender on entre-preneurial intentions: A TPB perspective. Intangible Capital, 11(1), 92-117. https://doi.org/10.3926/ic.557
Rueda, S., Moriano, J.A., & Liñán, F. (2015). Validating a theory of planned behavior questionnaire to meas-ure entrepreneurial intentions. In Developing, Shaping and Growing Entrepreneurship: Edward Elgar Publishing.
Sharahiley, S.M. (2020). Examining entrepreneurial intention of the Saudi Arabia’s University students: Ana-lyzing alternative integrated research model of TPB and EEM. Global Journal of Flexible Systems Man-agement, 21(1), 67-84. https://doi.org/10.1007/s40171-019-00231-8
Sun, Y., Shao, X., Li, X., Guo, Y., & Nie, K. (2019). How live streaming influences purchase intentions in social commerce: An IT affordance perspective. Electronic Commerce Research and Applications, 37, 100886. https://doi.org/10.1016/j.elerap.2019.100886
Taha, K.A.S., Ramlan, S.N., & Noor, I.M. (2017). The factors affecting entrepreneurial intentions of university students in Malaysia. International Journal of Business and Technopreneurship, 7(2), 189-202. Retrieved from https://ijbt.unimap.edu.my/images/stories/VOL%207,%20No.%202,%20JUN%202017/IJBT_Vol_7_Jun_2017_6_189-202.pdf on January 1, 2023.
Usman, B. (2019). Understanding the entrepreneurial intention among international students in Turkey. Journal of Global Entrepreneurship Research, 9(1), 1-21. https://doi.org/10.1186/s40497-018-0136-0
Wongkitrungrueng, A., Dehouche, N., & Assarut, N. (2020). Live streaming commerce from the sellers’ per-spective: implications for online relationship marketing. Journal of Marketing Management, 36(5-6), 488-518. https://doi.org/10.1080/0267257X.2020.1748895
Xu, X., Wu, J.-H., & Li, Q. (2020). What drives consumer shopping behavior in live streaming commerce?. Journal of Electronic Commerce Research, 21(3), 144-167. Retrieved from http://ojs.jecr.org/jecr/sites/default/files/2020vol21no3_Paper1.pdf on January 1, 2023.
Yu, C.W. (2018). Understanding the ecosystems of Chinese and American entrepreneurship education. Jour-nal of Entrepreneurship Education. Retrieved from https://vc.bridgew.edu/management_fac/42 on Janu-ary 1, 2023.
Zamrudi, Z., & Yulianti, F. (2020). Sculpting factors of entrepreneurship among university students in Indo-nesia. Entrepreneurial Business and Economics Review, 8(1), 33-49. https://doi.org/10.15678/EBER.2020.080102
Zhang, Y., Duysters, G., & Cloodt, M. (2014). The role of entrepreneurship education as a predictor of uni-versity students’ entrepreneurial intention. International Entrepreneurship and Management Journal, 10(3), 623-641. https://doi.org/10.1007/s11365-012-0246-z
University of technology sydney Australia
University of technology sydney Australia
American University of Ras Al Khaimah United Arab Emirates

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