{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T00:42:42Z","timestamp":1783730562039,"version":"3.55.0"},"reference-count":74,"publisher":"Emerald","issue":"6","license":[{"start":{"date-parts":[[2015,10,12]],"date-time":"2015-10-12T00:00:00Z","timestamp":1444608000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015,10,12]]},"abstract":"\n Purpose<\/jats:title>\n \u2013 The purpose of this paper is to explore the factors that influence users\u2019 behavioral intention (BI) to adopt mobile social networking sites (mSNS) in facilitating formal\/informal learning. Specifically, the study also investigates the association of mobility, reachability and convenience with performance expectancy (PE) and effort expectancy (EE). <\/jats:p>\n <\/jats:sec>\n \n Design\/methodology\/approach<\/jats:title>\n \u2013 Partial least squares structural equation modeling (PLS-SEM) approach was applied to test on 266 valid responses. <\/jats:p>\n <\/jats:sec>\n \n Findings<\/jats:title>\n \u2013 The findings indicated that learning compatibility (LC), PE, EE and copyright clearance (CC) has a significant effect on BI. The results also revealed that EE is influenced by mobility, reachability and convenience. PE however was found to be influenced by convenience. <\/jats:p>\n <\/jats:sec>\n \n Practical implications<\/jats:title>\n \u2013 The results of this study provides valuable insights and references for practitioners and mobile network providers in developing mSNS in facilitating learning. <\/jats:p>\n <\/jats:sec>\n \n Originality\/value<\/jats:title>\n \u2013 While mSNS have the potential to become a new research area with numerous benefits for the learning community, there is little research on the adoption factors on mSNS in facilitating learning. This study therefore attempts to close the research gap by contributing to the mobile literatures.<\/jats:p>\n <\/jats:sec>","DOI":"10.1108\/oir-05-2015-0152","type":"journal-article","created":{"date-parts":[[2015,10,13]],"date-time":"2015-10-13T14:35:36Z","timestamp":1444746936000},"page":"762-778","source":"Crossref","is-referenced-by-count":93,"title":["Adoption of mobile social networking sites for learning?"],"prefix":"10.1108","volume":"39","author":[{"given":"Choy-Har","family":"Wong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Garry Wei-Han","family":"Tan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Siew-Phaik","family":"Loke","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Keng-Boon","family":"Ooi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"140","reference":[{"key":"key2020122022072612700_b1","doi-asserted-by":"crossref","unstructured":"Aguirre-Urreta, M.I.\n and \n Marakas, G.M.\n (2010), \u201cIs it really gender? An empirical investigation into gender effects in technology adoption through the examination of individual differences\u201d, \n An Interdisciplinary Journal of Humans in ICT Environments\n , Vol. 6 No. 2, pp. 155-190.","DOI":"10.17011\/ht\/urn.201011173090"},{"key":"key2020122022072612700_b2","doi-asserted-by":"crossref","unstructured":"Aharony, N.\n (2015), \u201cWhat\u2019s App: a social capital perspective\u201d, \n Online Information Review\n , Vol. 39 No. 1, pp. 26-42.","DOI":"10.1108\/OIR-08-2014-0177"},{"key":"key2020122022072612700_b3","unstructured":"Ajzen, I.\n and \n Fishbein, M.\n (1980), \n Understanding Attitudes and Predicting Social Behavior\n , Prentice-Hall, Englewood Cliffs, NJ."},{"key":"key2020122022072612700_b4","doi-asserted-by":"crossref","unstructured":"Au, Y.A.\n and \n Kauffman, R.J.\n (2008), \u201cThe economics of mobile payments: understanding stakeholder issues for an emerging financial technology application\u201d, \n Electronic Commerce Research and Applications\n , Vol. 7 No. 2, pp. 141-164.","DOI":"10.1016\/j.elerap.2006.12.004"},{"key":"key2020122022072612700_b5","doi-asserted-by":"crossref","unstructured":"Bagozzi, R.P.\n and \n Yi, Y.\n (1988), \u201cOn the evaluation of structural equation models\u201d, \n Journal of the Academy of Marketing Science\n , Vol. 16 No. 1, pp. 74-94.","DOI":"10.1007\/BF02723327"},{"key":"key2020122022072612700_b6","doi-asserted-by":"crossref","unstructured":"Berry, L.L.\n , \n Seiders, K.\n and \n Grewal, D.\n (2002), \u201cUnderstanding service convenience\u201d, \n Journal of Marketing\n , Vol. 66 No. 3, pp. 1-17.","DOI":"10.1509\/jmkg.66.3.1.18505"},{"key":"key2020122022072612700_b7","doi-asserted-by":"crossref","unstructured":"Bogers, M.\n , \n Afuah, A.\n and \n Bastian, B.\n (2010), \u201cUsers as innovators: a review, critique, and future research directions\u201d, \n Journal of Management\n , Vol. 36 No. 4, pp. 857-875.","DOI":"10.1177\/0149206309353944"},{"key":"key2020122022072612700_b8","doi-asserted-by":"crossref","unstructured":"Brown, S.A.\n , \n Dennis, A.R.\n and \n Venkatesh, V.\n (2010), \u201cPredicting collaboration technology use: integrating technology adoption and collaboration research\u201d, \n Journal of Management Information Systems\n , Vol. 27 No. 2, pp. 9-53.","DOI":"10.2753\/MIS0742-1222270201"},{"key":"key2020122022072612700_b9","doi-asserted-by":"crossref","unstructured":"Cabrera, E.F.\n and \n Cabrera, A.\n (2005), \u201cFostering knowledge sharing through people management practices\u201d, \n International Journal of Human Resource Management\n , Vol. 16 No. 5, pp. 720-735.","DOI":"10.1080\/09585190500083020"},{"key":"key2020122022072612700_b10","doi-asserted-by":"crossref","unstructured":"Chen, J.L.\n (2011), \u201cThe effects of education compatibility and technological expectancy on e-learning acceptance\u201d, \n Computers & Education\n , Vol. 57 No. 2, pp. 1501-1511.","DOI":"10.1016\/j.compedu.2011.02.009"},{"key":"key2020122022072612700_b11","doi-asserted-by":"crossref","unstructured":"Chen, K.Y.\n and \n Chang, M.L.\n (2013), \u201cUser acceptance of \u2018near field communication\u2019 mobile phone service: an investigation based on the \u2018unified theory of acceptance and use of technology\u2019 model\u201d, \n The Service Industries Journal\n , Vol. 33 No. 6, pp. 609-623.","DOI":"10.1080\/02642069.2011.622369"},{"key":"key2020122022072612700_b12","doi-asserted-by":"crossref","unstructured":"Cheung, C.M.K.\n , \n Chiu, P.Y.\n and \n Lee, M.K.O.\n (2011), \u201cOnline social networks: why do students use facebook?\u201d, \n Computers in Human Behavior\n , Vol. 27 No. 4, pp. 1337-1343.","DOI":"10.1016\/j.chb.2010.07.028"},{"key":"key2020122022072612700_b13","doi-asserted-by":"crossref","unstructured":"Chin, W.\n , \n Marcolin, B.\n and \n Newsted, P.\n (2003), \u201cA partial least squares latent variable modeling approach for measuring interaction effects: results from a Monte Carlo simulation study and an electronic email emotion\/adoption study\u201d, \n Information Systems Research\n , Vol. 14 No. 2, pp. 189-217.","DOI":"10.1287\/isre.14.2.189.16018"},{"key":"key2020122022072612700_b14","unstructured":"Chin, W.W.\n (1998), \u201cThe partial least squares approach to structural equation modelling\u201d, in \n Marcoulides, G.A.\n (Ed.), \n Modern Methods for Business Research\n , Lawrence Erlbaum Associates, Mahwah, NJ, pp. 295-336."},{"key":"key2020122022072612700_b15","doi-asserted-by":"crossref","unstructured":"Cohen, J.\n (2013), \n Statistical Power Analysis for the Behavioral Sciences\n , Routledge Academic, New York, NY.","DOI":"10.4324\/9780203771587"},{"key":"key2020122022072612700_b16","doi-asserted-by":"crossref","unstructured":"Dabbagh, N.\n and \n Kitsantas, A.\n (2012), \u201cPersonal learning environments, social media, and self-regulated learning: a natural formula for connecting formal and informal learning\u201d, \n The Internet and Higher Education\n , Vol. 15 No. 1, pp. 3-8.","DOI":"10.1016\/j.iheduc.2011.06.002"},{"key":"key2020122022072612700_b17","doi-asserted-by":"crossref","unstructured":"Delerue, H.\n and \n Lejeune, A.\n (2010), \u201cJob mobility restriction mechanisms and appropriability in organizations: the mediating role of secrecy and lead time\u201d, \n Technovation\n , Vol. 30 Nos 5\/6, pp. 359-366.","DOI":"10.1016\/j.technovation.2010.01.002"},{"key":"key2020122022072612700_b18","doi-asserted-by":"crossref","unstructured":"Dinev, T.\n and \n Hart, P.\n (2004), \u201cInternet privacy concerns and their antecedents \u2013 measurement validity and a regression model\u201d, \n Behaviour & Information Technology\n , Vol. 23 No. 6, pp. 413-422.","DOI":"10.1080\/01449290410001715723"},{"key":"key2020122022072612700_b19","doi-asserted-by":"crossref","unstructured":"Ellison, N.B.\n , \n Steinfield, C.\n and \n Lampe, C.\n (2007), \u201cThe benefits of Facebook \u2018Friends\u2019: social capital and college students\u2019 use of online social network sites\u201d, \n Journal of Computer-Mediated Communications\n , Vol. 12 No. 4, pp. 1143-1168.","DOI":"10.1111\/j.1083-6101.2007.00367.x"},{"key":"key2020122022072612700_b20","doi-asserted-by":"crossref","unstructured":"Fornell, C.\n and \n Larcker, D.F.\n (1981), \u201cEvaluating structural equation models with unobservable variables and measurement error\u201d, \n Journal of Marketing Research\n , Vol. 18 No. 1, pp. 39-50.","DOI":"10.1177\/002224378101800104"},{"key":"key2020122022072612700_b21","doi-asserted-by":"crossref","unstructured":"Gilbert, D.\n , \n Balestrini, P.\n and \n Littleboy, D.\n (2004), \u201cBarriers and benefits in the adoption of e-government\u201d, \n International Journal of Public Sector Management\n , Vol. 17 No. 4, pp. 286-301.","DOI":"10.1108\/09513550410539794"},{"key":"key2020122022072612700_b22","doi-asserted-by":"crossref","unstructured":"Gurtner, S.\n , \n Reinhardt, R.\n and \n Soyez, K.\n (2014), \u201cDesigning mobile business applications for different age groups\u201d, \n Technological Forecasting & Social Change\n , Vol. 88, October, pp. 177-188.","DOI":"10.1016\/j.techfore.2014.06.020"},{"key":"key2020122022072612700_b23","doi-asserted-by":"crossref","unstructured":"Hair, J.F.\n , \n Ringle, C.M.\n and \n Sarstedt, M.\n (2011), \u201cPLS-SEM: indeed a silver bullet\u201d, \n Journal of Marketing Theory and Practice\n , Vol. 19 No. 2, pp. 139-151.","DOI":"10.2753\/MTP1069-6679190202"},{"key":"key2020122022072612700_b24","doi-asserted-by":"crossref","unstructured":"Hair, J.F.\n , \n Sarstedt, M.\n , \n Ringle, C.M.\n and \n Mena, J.A.\n (2012), \u201cAn assessment of the use of partial least squares structural equation modeling in marketing research\u201d, \n Journal of the Academy of Marketing Science\n , Vol. 40 No. 3, pp. 414-433.","DOI":"10.1007\/s11747-011-0261-6"},{"key":"key2020122022072612700_b25","doi-asserted-by":"crossref","unstructured":"Hamid, S.\n , \n Waycott, J.\n , \n Kurnia, S.\n and \n Chang, S.\n (2014), \u201cAn empirical study of lecturers\u2019 appropriation of social technologies for higher education\u201d, \n Australian Journal of Educational Technology\n , Vol. 30 No. 3, pp. 295-311.","DOI":"10.14742\/ajet.690"},{"key":"key2020122022072612700_b26","doi-asserted-by":"crossref","unstructured":"Ho, B.C.T.\n , \n Chou, Y.T.\n and \n O\u2019Neill, P.\n (2010), \u201cTechnology adoption of mobile learning: a study of podcasting\u201d, \n International Journal of Mobile Communications\n , Vol. 8 No. 4, pp. 468-485.","DOI":"10.1504\/IJMC.2010.033837"},{"key":"key2020122022072612700_b27","doi-asserted-by":"crossref","unstructured":"Im, I.\n , \n Hong, S.\n and \n Kang, M.S.\n (2011), \u201cAn international comparison of technology adoption: testing the UTAUT model\u201d, \n Information & Management\n , Vol. 48 No. 1, pp. 1-8.","DOI":"10.1016\/j.im.2010.09.001"},{"key":"key2020122022072612700_b28","unstructured":"Ismail, S.\n (2010), \u201cInternational students\u2019 acceptance on using social networking site to support learning activities\u201d, \n International Journal for the Advancement of Science & Arts\n , Vol. 1 No. 2, pp. 81-90."},{"key":"key2020122022072612700_b29","doi-asserted-by":"crossref","unstructured":"J\u00e4rvenp\u00e4\u00e4, S.L.\n , \n Lang, K.R.\n , \n Takeda, Y.\n and \n Tuunainen, Y.K.\n (2003), \u201cMobile commerce at crossroads\u201d, \n Communications of the ACM\n , Vol. 46 No. 12, pp. 41-44.","DOI":"10.1145\/953460.953485"},{"key":"key2020122022072612700_b30","doi-asserted-by":"crossref","unstructured":"Jih, W.J.\n (2007), \u201cEffects of consumer-perceived convenience on shopping intention in mobile commerce: an empirical study\u201d, \n International Journal of E-Business Research\n , Vol. 3 No. 4, pp. 33-48.","DOI":"10.4018\/jebr.2007100102"},{"key":"key2020122022072612700_b31","doi-asserted-by":"crossref","unstructured":"Kim, C.\n , \n Mirusmonov, M.\n and \n Lee, I.\n (2010), \u201cAn empirical examination of factors influencing the intention to use mobile payment\u201d, \n Computers in Human Behavior\n , Vol. 26 No. 3, pp. 310-322.","DOI":"10.1016\/j.chb.2009.10.013"},{"key":"key2020122022072612700_b33","doi-asserted-by":"crossref","unstructured":"Kim, D.\n and \n Kim, D.\n (2012), \u201cEffect of screen size on multimedia vocabulary learning\u201d, \n British Journal of Educational Technology\n , Vol. 43 No. 1, pp. 62-70.","DOI":"10.1111\/j.1467-8535.2010.01145.x"},{"key":"key2020122022072612700_b32","unstructured":"Kim, D.\n , \n Rueckert, D.\n , \n Kim, D.J.\n and \n Seo, D.\n (2013), \u201cStudents\u2019 perceptions and experiences of mobile learning\u201d, \n Language Learning & Technology\n , Vol. 17 No. 3, pp. 52-73."},{"key":"key2020122022072612700_b34","unstructured":"Kline, R.B.\n (1998), \n Principles and Practice of Structural Equation Modeling\n , 1st ed., Guilford Press, New York, NY."},{"key":"key2020122022072612700_b35","doi-asserted-by":"crossref","unstructured":"Kuo, T.\n and \n Tang, H.L.\n (2014), \u201cRelationships among personality traits, Facebook usages, and leisure activities \u2013 a case of Taiwanese college students\u201d, \n Computers in Human Behavior\n , Vol. 31, February, pp. 13-19.","DOI":"10.1016\/j.chb.2013.10.019"},{"key":"key2020122022072612700_b37","doi-asserted-by":"crossref","unstructured":"Lai, J.Y.\n and \n Chang, C.Y.\n (2011), \u201cUser attitudes toward dedicated e-book readers for reading: the effects of convenience, compatibility and media richness\u201d, \n Online Information Review\n , Vol. 35 No. 4, pp. 558-580.","DOI":"10.1108\/14684521111161936"},{"key":"key2020122022072612700_b36","unstructured":"Lan, Y.F.\n and \n Huang, S.M.\n (2012), \u201cUsing mobile learning to improve the reflection: a case study of traffic violation\u201d, \n Educational Technology & Society\n , Vol. 15 No. 2, pp. 179-193."},{"key":"key2020122022072612700_b38","doi-asserted-by":"crossref","unstructured":"Leong, L.Y.\n , \n Hew, T.S.\n , \n Ooi, K.B.\n and \n Lin, B.\n (2011), \u201cInfluence of gender and English proficiency on Facebook mobile adoption\u201d, \n International Journal of Mobile Communications\n , Vol. 9 No. 5, pp. 495-521.","DOI":"10.1504\/IJMC.2011.042456"},{"key":"key2020122022072612700_b39","unstructured":"Lewis, B.K.\n (2010), \u201cSocial media and strategic communication: attitudes and perceptions among college students\u201d, \n Public Relations Journal\n , Vol. 4 No. 3, pp. 1-23."},{"key":"key2020122022072612700_b40","doi-asserted-by":"crossref","unstructured":"Lin, K.Y.\n and \n Lu, H.P.\n (2015), \u201cPredicting mobile social network acceptance based on mobile value and social influence\u201d, \n Internet Research\n , Vol. 25 No. 1, pp. 107-130.","DOI":"10.1108\/IntR-01-2014-0018"},{"key":"key2020122022072612700_b41","doi-asserted-by":"crossref","unstructured":"Lin, S.\n , \n Zimmer, J.C.\n and \n Lee, V.\n (2013), \u201cPodcasting acceptance on campus: the differing perspectives of teachers and students\u201d, \n Computers & Education\n , Vol. 68, October, pp. 416-428.","DOI":"10.1016\/j.compedu.2013.06.003"},{"key":"key2020122022072612700_b42","doi-asserted-by":"crossref","unstructured":"Lu, X.\n , \n Yu, Z.\n , \n Guo, B.\n and \n Zhou, X.\n (2014), \u201cPredicting the content dissemination trends by repost behavior modeling in mobile social networks\u201d, \n Journal of Network and Computer Applications\n , Vol. 42, June, pp. 197-207.","DOI":"10.1016\/j.jnca.2014.01.015"},{"key":"key2020122022072612700_b43","doi-asserted-by":"crossref","unstructured":"Maria Balmaceda, J.\n , \n Schiaffino, S.\n and \n Godoy, D.\n (2014), \u201cHow do personality traits affect communication among users in online social networks?\u201d, \n Online Information Review\n , Vol. 38 No. 1, pp. 136-153.","DOI":"10.1108\/OIR-06-2012-0104"},{"key":"key2020122022072612700_b44","doi-asserted-by":"crossref","unstructured":"Mazer, J.P.\n , \n Murphy, R.E.\n and \n Simonds, C.J.\n (2007), \u201cI\u2019ll see you on \u2018Facebook\u2019: the effects of computer-mediated teacher self-disclosure on student motivation, affective learning, and classroom climate\u201d, \n Communication Education\n , Vol. 56 No. 1, pp. 1-17.","DOI":"10.1080\/03634520601009710"},{"key":"key2020122022072612700_b45","unstructured":"Ministry of Federal Territories and Urban Wellbeing\n (2011), \u201cGreater KL\/KV comprises\u201d, Official web site of Greater Kuala Lumpur\/Klang Valley, available at: http:\/\/app.kwpkb.gov.my\/greaterklkv\/overview\/ (accessed May 7, 2015)."},{"key":"key2020122022072612700_b46","doi-asserted-by":"crossref","unstructured":"Nikou, S.\n and \n Bouwman, H.\n (2014), \u201cUbiquitous use of mobile social network services\u201d, \n Telematics and Informatics\n , Vol. 31 No. 3, pp. 422-433.","DOI":"10.1016\/j.tele.2013.11.002"},{"key":"key2020122022072612700_b47","doi-asserted-by":"crossref","unstructured":"Ondrus, J.\n and \n Pigneur, Y.\n (2006), \u201cTowards a holistic analysis of mobile payments: a multiple perspectives approach\u201d, \n Electronic Commerce Research and Applications\n , Vol. 5 No. 3, pp. 246-257.","DOI":"10.1016\/j.elerap.2005.09.003"},{"key":"key2020122022072612700_b48","doi-asserted-by":"crossref","unstructured":"Osatuyi, B.\n (2013), \u201cInformation sharing on social media sites\u201d, \n Computers in Human Behavior\n , Vol. 29 No. 6, pp. 2622-2631.","DOI":"10.1016\/j.chb.2013.07.001"},{"key":"key2020122022072612700_b49","doi-asserted-by":"crossref","unstructured":"Park, E.\n and \n Kim, K.J.\n (2014), \u201cAn integrated adoption model of mobile cloud services: exploration of key determinants and extension of technology acceptance model\u201d, \n Telematics and Informatics\n , Vol. 31 No. 3, pp. 376-385.","DOI":"10.1016\/j.tele.2013.11.008"},{"key":"key2020122022072612700_b50","doi-asserted-by":"crossref","unstructured":"Park, E.\n and \n Ohm, J.\n (2014), \u201cFactors influencing users\u2019 employment of mobile map services\u201d, \n Telematics and Informatics\n , Vol. 31 No. 2, pp. 253-265.","DOI":"10.1016\/j.tele.2013.07.002"},{"key":"key2020122022072612700_b51","doi-asserted-by":"crossref","unstructured":"Rana, J.\n , \n Kristiansson, J.\n , \n Hallberg, J.\n and \n Synnes, K.\n (2009), \u201cChallenges for mobile social networking applications communications infrastructure. Systems and applications in Europe\u201d, \n Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering\n , Vol. 16 No. 5, pp. 275-285.","DOI":"10.1007\/978-3-642-11284-3_28"},{"key":"key2020122022072612700_b52","doi-asserted-by":"crossref","unstructured":"Reinartz, W.J.\n , \n Haenlein, M.\n and \n Henseler, J.\n (2009), \u201cAn empirical comparison of the efficacy of covariance-based and variance based SEM\u201d, \n International Journal of Market Research\n , Vol. 26 No. 4, pp. 332-344.","DOI":"10.1016\/j.ijresmar.2009.08.001"},{"key":"key2020122022072612700_b53","unstructured":"Ringle, C.M.\n , \n Wende, S.\n and \n Will, A.\n (2005), \n Smart PLS 2.0\n , University of Hamburg, Hamburg."},{"key":"key2020122022072612700_b54","unstructured":"Rogers, E.M.\n (1995), \n Diffusion of Innovations\n , 4th ed., Free Press, New York, NY."},{"key":"key2020122022072612700_b55","doi-asserted-by":"crossref","unstructured":"S\u00e1nchez-Franco, M.J.\n , \n Buitrago-Esquinas, E.M.\n and \n Y\u00f1iguez-Ovando, R.\n (2015), \u201cWhat drives social integration in the domain of social network sites?: examining the influences of relationship quality and stable and dynamic individual differences\u201d, \n Online Information Review\n , Vol. 39 No. 1, pp. 5-25.","DOI":"10.1108\/OIR-03-2014-0059"},{"key":"key2020122022072612700_b56","doi-asserted-by":"crossref","unstructured":"Sim, J.J.\n , \n Tan, G.W.H.\n , \n Wong, J.C.J.\n , \n Ooi, K.B.\n and \n Hew, T.S.\n (2014), \u201cUnderstanding and predicting the motivators of mobile music acceptance \u2013 a multi-stage MRA-Artificial Neural Network Approach\u201d, \n Telematics and Informatics\n , Vol. 31 No. 4, pp. 569-584.","DOI":"10.1016\/j.tele.2013.11.005"},{"key":"key2020122022072612700_b57","unstructured":"Stockwell, G.\n (2010), \u201cUsing mobile phones for vocabulary activities: examining the effect of the platform\u201d, \n Language Learning & Technology\n , Vol. 14 No. 2, pp. 95-110."},{"key":"key2020122022072612700_b59","doi-asserted-by":"crossref","unstructured":"Tan, G.W.H.\n , \n Ooi, K.B.\n , \n Chong, S.C.\n and \n Hew, T.S.\n (2014a), \u201cNFC mobile credit card: the next frontier of mobile payment?\u201d, \n Telematics and Informatics\n , Vol. 31 No. 2, pp. 292-307.","DOI":"10.1016\/j.tele.2013.06.002"},{"key":"key2020122022072612700_b58","doi-asserted-by":"crossref","unstructured":"Tan, G.W.H.\n , \n Ooi, K.B.\n , \n Hew, T.S.\n and \n Lin, B.\n (2014b), \u201cPredicting the drivers of behavioral intention to use mobile learning: a hybrid SEM-Neural Network approach\u201d, \n Computers in Human Behavior\n , Vol. 36, July, pp. 198-213.","DOI":"10.1016\/j.chb.2014.03.052"},{"key":"key2020122022072612700_b61","unstructured":"Tan, G.W.H.\n , \n Sim, J.J.\n , \n Ooi, K.B.\n and \n Kongkiti, P.\n (2012), \u201cDeterminants of mobile learning adoption: an empirical analysis\u201d, \n Journal of Computer Information System\n , Vol. 52 No. 3, pp. 82-91."},{"key":"key2020122022072612700_b60","doi-asserted-by":"crossref","unstructured":"Tan, G.W.H.\n , \n Siah, M.W.\n , \n Ooi, K.B.\n , \n Hew, T.S.\n and \n Chong, A.Y.L.\n (2015), \u201cThe adoption of PDAs for future health care system: an emerging market perspective\u201d, \n International Journal of Mobile Communications\n , Vol. 13 No. 1, pp. 1-28.","DOI":"10.1504\/IJMC.2015.065887"},{"key":"key2020122022072612700_b62","doi-asserted-by":"crossref","unstructured":"Tang, P.\n (2005), \u201cDigital copyright and the \u2018new\u2019 controversy: is the law molding technology and innovation\u201d, \n Research Policy\n , Vol. 34 No. 6, pp. 852-871.","DOI":"10.1016\/j.respol.2005.04.005"},{"key":"key2020122022072612700_b63","doi-asserted-by":"crossref","unstructured":"Teo, A.C.\n , \n Tan, G.W.H.\n , \n Ooi, K.B.\n , \n Hew, T.S.\n and \n Yew, K.T.\n (2015), \u201cThe effects of convenience and speed in m-payment usage\u201d, \n Industrial Management & Data Systems\n , Vol. 115 No. 2, pp. 311-331.","DOI":"10.1108\/IMDS-08-2014-0231"},{"key":"key2020122022072612700_b64","doi-asserted-by":"crossref","unstructured":"Tian, D.X.\n and \n Chao, C.C.\n (2013), \u201cOnline copyright protection and innovation\u201d, \n Journal of Knowledge-Based Innovation in China\n , Vol. 5 No. 2, pp. 111-128.","DOI":"10.1108\/JKIC-03-2013-0003"},{"key":"key2020122022072612700_b66","doi-asserted-by":"crossref","unstructured":"Venkatesh, V.\n , \n Thong, J.Y.L.\n and \n Xu, X.\n (2012), \u201cConsumer acceptance and use of information technology: extending the unified theory of acceptance and use of technology\u201d, \n MIS Quarterly\n , Vol. 36 No. 1, pp. 157-178.","DOI":"10.2307\/41410412"},{"key":"key2020122022072612700_b65","doi-asserted-by":"crossref","unstructured":"Venkatesh, V.\n , \n Morris, M.G.\n , \n Davis, G.B.\n and \n Davis, F.D.\n (2003), \u201cUser acceptance of information technology: toward a unified view\u201d, \n MIS Quarterly\n , Vol. 27 No. 3, pp. 425-478.","DOI":"10.2307\/30036540"},{"key":"key2020122022072612700_b67","unstructured":"Wong, C.H.\n , \n Lee, H.S.\n , \n Lim, Y.H.\n , \n Chua, B.H.\n and \n Tan, G.W.H.\n (2012), \u201cPredicting the consumers\u2019 intention to adopt mobile shopping: an emerging market perspective\u201d, \n International Journal of Network and Mobile Technologies\n , Vol. 3 No. 3, pp. 24-39."},{"key":"key2020122022072612700_b68","doi-asserted-by":"crossref","unstructured":"Wong, C.H.\n , \n Tan, G.W.H.\n , \n Loke, S.P.\n and \n Ooi, K.B.\n (2014), \u201cMobile TV: a new form of entertainment?\u201d, \n Industrial Management & Data Systems\n , Vol. 114 No. 7, pp. 1050-1067.","DOI":"10.1108\/IMDS-05-2014-0146"},{"key":"key2020122022072612700_b69","doi-asserted-by":"crossref","unstructured":"Wong, C.H.\n , \n Tan, G.W.H.\n , \n Tan, B.I.\n and \n Ooi, K.B.\n (2015), \u201cMobile advertising: the changing landscape of the advertising industry\u201d, \n Telematics and Informatics\n , Vol. 32 No. 4, pp. 720-734.","DOI":"10.1016\/j.tele.2015.03.003"},{"key":"key2020122022072612700_b70","doi-asserted-by":"crossref","unstructured":"Xu, J.\n , \n Kang, Q.\n , \n Song, Z.\n and \n Clarke, C.P.\n (2015), \u201cApplications of mobile social media: WeChat among academic libraries in China\u201d, \n The Journal of Academic Librarianship\n , Vol. 41 No. 1, pp. 21-30.","DOI":"10.1016\/j.acalib.2014.10.012"},{"key":"key2020122022072612700_b71","doi-asserted-by":"crossref","unstructured":"Yang, S.\n (2013), \u201cUnderstanding undergraduate students\u2019 adoption of mobile learning model: a perspective of the extended UTAUT2\u201d, \n Journal of Convergence Information Technology\n , Vol. 8 No. 10, pp. 969-979.","DOI":"10.4156\/jcit.vol8.issue10.118"},{"key":"key2020122022072612700_b72","unstructured":"Yu, C.S.\n (2012), \u201cFactors affecting individuals to adopt mobile banking: empirical evidence from the UTAUT model\u201d, \n Journal of Electronic Commerce Research\n , Vol. 13 No. 2, pp. 104-121."},{"key":"key2020122022072612700_b73","doi-asserted-by":"crossref","unstructured":"Zhou, T.\n , \n Lu, Y.\n and \n Wang, B.\n (2010), \u201cIntegrating TTF and UTAUT to explain mobile banking user adoption\u201d, \n Computers in Human Behaviour\n , Vol. 26 No. 4, pp. 760-767.","DOI":"10.1016\/j.chb.2010.01.013"},{"key":"key2020122022072612700_b74","doi-asserted-by":"crossref","unstructured":"Zolkepli, I.A.\n and \n Kamarulzaman, Y.\n (2015), \u201cSocial media adoption: the role of media needs and innovation characteristics\u201d, \n Computers in Human Behavior\n , Vol. 43, February, pp. 189-209.","DOI":"10.1016\/j.chb.2014.10.050"}],"container-title":["Online Information Review"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/www.emeraldinsight.com\/doi\/full-xml\/10.1108\/OIR-05-2015-0152","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/OIR-05-2015-0152\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/OIR-05-2015-0152\/full\/html","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T22:42:57Z","timestamp":1753396977000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.emerald.com\/oir\/article\/39\/6\/762-778\/315027"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,10,12]]},"references-count":74,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2015,10,12]]}},"alternative-id":["10.1108\/OIR-05-2015-0152"],"URL":"https:\/\/doi.org\/10.1108\/oir-05-2015-0152","relation":{},"ISSN":["1468-4527"],"issn-type":[{"value":"1468-4527","type":"print"}],"subject":[],"published":{"date-parts":[[2015,10,12]]}}}