The Relationship Among U-Constructs, Trust and Satisfaction: Evidence from Mobile Banking Users
DOI:
https://doi.org/10.32890/ijms2024.31.1.7Keywords:
U-commerce, marketing, u-constructs, satisfaction, trustAbstract
The last few decades have witnessed a drastic change in the nature of commerce due to the development of ubiquitous computing
technologies. E-commerce has evolved to an ultimate stage that is called u-commerce. This study seeks to provide an understanding
of consumer satisfaction and trust in u-commerce characteristics. Thus, the research examined how u-constructs affect satisfaction and trust from the mobile banking perspective. Ubiquity, uniqueness, universality, and unison comprise the characteristic features
represented as u-constructs. In this study, a total of 1012 samples were analysed using Structural Equation Modelling (SEM). The results showed that characteristics of ubiquity and universality have positive effects on customer satisfaction, yet they do not have any effect on trust. It was also found that uniqueness and unison have positive effects on trust and that trust has a positive effect on satisfaction. This study contains some theoretical and practical implications for researchers and practitioners who are interested in u-commerce and improving customer satisfaction.
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References
Accenture. (2001). Ubiquitous. Ceo E-Conference Report, 26–27.
Aksoy, Y. Ö. (2017). Algılanan aynı anda birden çok yerde bulunma ve onlıne bilgi paylaşımı davranışı ilişkisinde alışkanlıkların moderatör rolü. Yorum-Yönetim-Yöntem Uluslararası Yönetim-Ekonomi ve Felsefe Dergisi, 5(2), 29–41.
Al-Haidary, R., & Mohammad, H. (2016). Applying TAM in customer adoption of u-commerce: An extended model. Ubiquitous Computing and Communication Journal, 1513–1526.
Anan, L., Barrett, A., Mahajan, D., & Nadeau, M.-C. (2020). US digital payments: Achieving the next phase of consumer engagement. https://www.mckinsey.com/industries/financial-services/our-insights/banking-matters/us-digital-payments-achieving-the-next-phase-of-consumer-engagement
Arruda Filho, E. J. M. (2022). How perceived green benefits influence multifunctional technologies’ usage. International Journal of Consumer Studies, 46(4), 1076–1098. https://doi.org/10.1111/ ijcs.12745
Asahi, Y. (2010). Privacy protection against ubiquitous marketing. In Proceedings of SICE Annual Conference 2010 (pp. 1434-1436). IEEE.
Bagozzi, R. P., & Yi, Y. (1988). On the evaluation of structural equation models. Journal of the Academy of Marketing Science, 16(1), 74–94. https://doi.org/10.1007/BF02723327
Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88(3), 588–606. https://doi.org/10.1037/0033-2909.88.3.588
Bohn, J., Coroama, V., Langheinrich, M., Mattern, F., & Rohs, M. (2005). Social, Economic, and ethical implications of ambient intelligence and ubiquitous computing. Ambient Intelligence, 5.
Borrego-Jaraba, F., Garrido, P., García, G., Ruiz, I., & Gómez-Nieto, M. (2013). A ubiquitous NFC solution for the development of tailored marketing strategies based on discount vouchers and loyalty cards. Sensors, 13(5), 6334–6354. https://doi.org/10.3390/s130506334
Bracken, B. A., & Barona, A. (1991). State of the art procedures for translating, validating and using psychoeducational tests in cross-cultural assessment. School Psychology International, 12(1–2), 119–132. https://doi.org/10.1177/0143034391121010
Bredican, J. (2016). Apps in the U-Space from mobile to ubiquitous marketing. KTH Royal Instıtute of Technology, Stockholm, Sweden.
Bredican, J., & Vigar-Ellis, D. (2014). Smartphone applications-idea sourcing and app development: Implications for firms. South African Journal of Economic and Management Sciences, 17(3), 232–248.
Brodie, R. J., Ilic, A., Juric, B., & Hollebeek, L. (2013). Consumer engagement in a virtual brand community: An exploratory analysis. Journal of Business Research, 66(1), 105–114. https://doi.org/10.1016/j.jbusres.2011.07.029
Browne, M. W., & Cudeck, R. (1992). Alternative ways of assessing model fit. Sociological Methods & Research, 21(2), 230–258.
Byrne, B. M. (2013). Structural equation modeling with Mplus: Basic concepts, applications, and programming. Routledge.
Carter, S., & Yeo, A. C.-M. (2016). Mobile apps usage by Malaysian business undergraduates and postgraduates. Internet Research, 26(3), 733–757. https://doi.org/10.1108/IntR-10-2014-0273
Casaló, L.V., Flavián, C., & Guinalíu, M. (2008). The role of satisfaction and website usability in developing customer loyalty and positive word-of-mouth in the e-banking services. International Journal of Bank Marketing, 26(6), 399–417. https://doi.org/10.1108/02652320810902433
Chin, W. W. (1998). The partial least squares approach to structural equation modeling. Modern Methods for Business Research, 295(2), 295–336.
Chiu, C.-M., Lin, H.-Y., Sun, S.-Y., & Hsu, M.-H. (2009). Understanding customers’ loyalty intentions towards online shopping: An integration of technology acceptance model and fairness theory. Behaviour & Information Technology, 28(4), 347–360. https://doi.org/10.1080/01449290801892492
Chopdar, P. K., & Balakrishnan, J. (2020). Consumers response towards mobile commerce applications: S-O-R approach. International Journal of Information Management, 53, 102106. https://doi.org/10.1016/j.ijinfomgt.2020.102106
Chu, P.-Y., Lee, G.-Y., & Chao, Y. (2012). Service quality, customer satisfaction, customer trust, and loyalty in an e-banking context. Social Behavior and Personality: An International Journal, 40(8), 1271–1283. https://doi.org/10.2224/sbp.2012.40.8.1271
Cohen, J. (2013). Statistical power analysis for the behavioral sciences. Academic Press.
Collinsdictionary. (2022). Trust. https://www.collinsdictionary.com/ dictionary/english-thesaurus/trust#trust__1
Cox, J., & Dale, B. G. (2001). Service quality and e-commerce: An exploratory analysis. Managing Service Quality: An International Journal, 11(2), 121–131. doi: 10.1108/09604520110387257.
Cox, J. (2004). Ubiquitous consumption and the marketing mix. Journal of Internet Commerce, 3(2), 21–32.
Coursaris, C., & Hassanein, K. (2002). Understanding m-commerce: A consumer-centric model. Quarterly journal of electronic commerce, 3, 247–272.
Csikszentmihalyi, M., & Csikzentmihaly, M. (1990). Flow: The psychology of optimal experience (Vol. 1990). Harper & Row New York.
Cyr, D., & Bonanni, C. (2004). Design and e-loyalty across cultures in electronic commerce. Proceedings of the 6th IIternational Conference on Electronic Commerce, 351–360.
DeLone, W. H., & McLean, E. R. (1992). Information systems success: The quest for the dependent variable. Information Systems Research, 3(1), 60–95.
Deng, R. H., Veijalainen, J., Lian, S., & Kanellopoulos, D. (2011). Editorial: special issue on ubiquitous electronic commerce systems. Electronic Commerce Research, 11(1), 1–4. https://doi.org/10.1007/s10660-010-9071-z
Deutsch, M. (1958). Trust and suspicion. Journal of Conflict Resolution, 2(4), 265–279. https://doi.org/10.1177/002200275800200401
Dwivedi, Y. K., Kapoor, K. K., Williams, M. D., & Williams, J. (2013). RFID Systems in Libraries: An empirical examination of factors affecting system use and user satisfaction. International Journal of Information Management, 33(2), 367–377. https://doi.org/10.1016/j.ijinfomgt.2012.10.008
Eren, B. A. (2021). Determinants of customer satisfaction in chatbot use: Evidence from a banking application in Turkey. International Journal of Bank Marketing, 39(2), 294–311. https://doi.org/10.1108/IJBM-02-2020-0056
Ernst and Young Global. (2020). Banking in the new decade: Three big bets to boost profitability and free up capital to invest in transformation.https://www.ey.com/en_us/banking-new-decade/three-common-traits-of-high-performing-banks
Faisal, Mohd. N., & Khan, H. (2016). A structural analysis of the enablers of u-commerce proliferation in a developing economy. International Journal of Productivity and Performance Management, 65(7), 925–946. https://doi.org/10.1108/ IJPPM-10-2014-0162
Franke, G., & Sarstedt, M. (2019). Heuristics versus statistics in discriminant validity testing: A comparison of four procedures. Internet Research, 29(3), 430–447. https://doi.org/10.1108/ IntR-12-2017-0515
Fungáčová, Z., Hasan, I., & Weill, L. (2019). Trust in banks. Journal of Economic Behavior & Organization, 157, 452–476. https://doi.org/10.1016/j.jebo.2017.08.014
Galanxhi-Janaqi, H., & Fui-Hoon Nah, F. (2004). U-Commerce: Emerging trends and research issues. Industrial Management & Data Systems, 104(9), 744–755.
Galanxhi-Janaqi, H., & Nah, F. F.-H. (2005). Ubiquitous commerce. In Encyclopedia of Multimedia Technology and Networking (pp. 980–984). IGI Global.
Galanxhi-Janaqi, H., & Nah, F. F.-H. (2006). Privacy issues in the era of ubiquitous commerce. Electronic Markets, 16(3), 222–232.
Ganguli, S., & Roy, S. K. (2011). Generic technology-based service quality dimensions in banking. International Journal of Bank Marketing, 29(2), 168–189. https://doi.org/10.1108/02652321111107648
Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated mode. MIS Quarterly, 27(1), 51–90.
Gerbing, D. W., & Anderson, J. C. (1988). An updated paradigm for scale development incorporating unidimensionality and its assessment. Journal of Marketing Research, 25(2), 186–192.
Gerpott, T. J., Rams, W., & Schindler, A. (2001). Customer retention, loyalty, and satisfaction in the German mobile cellular telecommunications market. Telecommunications Policy, 25(4), 249–269. https://doi.org/10.1016/S0308-5961(00)00097-5
Giese, J. L., & Cote, J. A. (2000). Defining consumer satisfaction. Academy of Marketing Science, 1(1), 1–22.
Girginkaya Akdağ, S., & Ergen, A. (2020). Role of location-based mobile apps in city marketing: Beşiktaş as a student-friendly district. Journal of Location Based Services, 14(2), 49–70. https://doi.org/10.1080/17489725.2020.1788184
Glavinic, V., Ljubic, S., & Kukec, M. (2008). A holistic approach to enhance universal usability in m-learning. 2008 The Second International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies, 305–310.
Gold, A. H., Malhotra, A., & Segars, A. H. (2001). Knowledge management: An organisational capabilities perspective. Journal of Management Information Systems, 18(1), 185–214. https://doi.org/10.1080/07421222.2001.11045669
Goodhue, D. L., & Thompson, R. L. (1995). Task-technology fit and individual performance. MIS Quarterly, 19(2), 213. https://doi.org/10.2307/249689
Gu, Z., Wei, J., & Xu, F. (2016). An empirical study on factors influencing consumers’ initial trust in wearable commerce. Journal of Computer Information Systems, 56(1), 79–85.
Heller, R., Jorge, J., & Guedj, R. (2001). EC/NSF workshop on universal accessibility of ubiquitous computing: Providing for the elderly event report. Proceedings of the 2001 EC/NSF Workshop on Universal Accessibility of Ubiquitous Computing: Providing for the Elderly, 1–10.
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/10.1007/s11747-014-0403-8
Hong, S., & Wang, Y. J. (2011). Invested loyalty: The impact of ubiquitous technology on the current loyalty paradigm and the potential revolution. Journal of Strategic Marketing, 19(2), 187–204. https://doi.org/10.1080/0965254X.2011.557742
Hsia, T.-L., Xu, X., Li, Q., Peng, L., Zhang, Y., & Wu, J.-H. (2018). Consumer experience creation in a u-commerce environment: An activity theory perspective. PACIS 2018 Proceedings. 84.
Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55.
Hung, H., Cho, V., & Wong, Y. H. (2009). Constructing a model of the adoption of new technologies of u-commerce. In Ubiquitous Commerce for Creating the Personalised Marketplace: Concepts for Next Generation Adoption (pp. 1–12). IGI Global.
Idoughi, D., & Abdelhakim, D. (2018). Developing countries e-government services evaluation identifying and testing antecedents of satisfaction case of Algeria. International Journal of Electronic Government Research, 14(1), 63–85. https://doi.org/10.4018/IJEGR.2018010104
Jain, V., & Roy, S. (2017). The u-constructs and mobile usage behavior: Development and validation of the u-feat scale. International Journal of Human-Computer Interaction, 32(2), 155–173. https://doi.org/10.1080/10447318.2015.1133396
Jelassi, T., & Martínez-López, F. J. (2020). Creating and sustaining a competitive advantage over time. In T. Jelassi & F. J. Martínez-López (Eds.), Strategies for e-Business: Concepts and Cases on Value Creation and Digital Business Transformation (pp. 173–203). Springer International Publishing. https://doi.org/10.1007/978-3-030-48950-2_6
John, P. (2013). U-banking: The next generation e-banking. IOSR Journal of Economics and Finance, 1(4), 49–51. https://doi.org/10.9790/5933-0144951
Jung, H.-J. (2014). Ubiquitous learning: Determinants impacting learners’ satisfaction and performance with smartphones. Language Learning & Technology, 18(3), 97–119.
Junglas, I. A. (2003). U-commerce: An experimental investigation of ubiquity and uniqueness. University of Athens,Georgia.
Junglas, I. A., & Watson, R. T. (2003). U-commerce: An experimental investigation of ubiquity and uniqueness [The University of Georgia, Athens, Georgia]. In ICIS 2003 Proceedings. http://purl.galileo.usg.edu/uga_etd/junglas_iris_a_200305_phd
Junglas, I. A., & Watson, R. T. (2006). The u-constructs: Four information drives. Communications of the Association for Information Systems, 17(1), 26.
Khan, T. N. (2021). Establishing consumer trust in corporate social responsibility of Islamic banks. International Journal of Management Studies, 28(Number 2), 1–26. https://doi.org/10.32890/ijms2021.28.2.1
Kim, C., Oh, E., Shin, N., & Chae, M. (2009). An empirical investigation of factors affecting ubiquitous computing use and u-business value. International Journal of Information Management, 29(6), 436–448.
Kim, J., Ahn, K., & Chung, N. (2013). Examining the factors affecting perceived enjoyment and usage intention of ubiquitous tour information services: A service quality perspective. Asia Pacific Journal of Tourism Research, 18(6), 598–617. https://doi.org/1 0.1080/10941665.2012.695282
Kim, S., Baek, T. H., Kim, Y.-K., & Yoo, K. (2016). Factors affecting stickiness and word of mouth in mobile applications. Journal of Research in Interactive Marketing, 10(3), 177–192. https://doi.org/10.1108/JRIM-06-2015-0046
Klemm, R., & Wallace, R. (2017). Exploring universality: Does the world really use the same numbers? Childhood Education, 93(6), 500–506. https://doi.org/10.1080/00094056.2017.1398
Kline, R. B. (2015). Principles and practice of structural equation modeling. Guilford publications.
Kourouthanassis, P., & Roussos, G. (2003). Developing the user experience in ubiquituous commerce. Workshop on Ubiquitous Commerce, International Conference on Ubiquitous Computing (UBICOMP’03), 1–4.
Kourouthanassis, P., & Roussos, G. (2006). The design of pervasive retail experiences. In Ubiquitous and Pervasive Commerce (pp. 133–153). Springer.
Kumar, S., Joshi, P., & Saquib, Z. (2015). Ubiquitous commerce: The new world of technologies. International Journal of Life Science and Engineering, 1(2), 50–55.
Kwon, O., Yoo, K., & Suh, E. (2005). UbiDSS: A proactive intelligent decision support system as an expert system deploying ubiquitous computing technologies. Expert Systems with Applications, 28(1), 149–161. https://doi.org/10.1016/j. eswa.2004.08.007
Larsen, T. J., Sørebø, A. M., & Sørebø, Ø. (2009). The role of task-technology fit as users’ motivation to continue information system use. Computers in Human Behavior, 25(3), 778–784. https://doi.org/10.1016/j.chb.2009.02.006
Lee, M. K. O., & Turban, E. (2001). A trust model for consumer internet shopping. International Journal of Electronic Commerce, 6(1), 75–91. https://doi.org/10.1080/10864415.2001.11044227
Lee, S. M., Jeon, S., & Kim, S. T. (2011). Mobile internet services: assessment of quality and satisfaction from the customer’s perspective. International Journal of Services Sciences, 4(1), 57. https://doi.org/10.1504/IJSSCI.2011.038460
Lee, T. (2005). The impact of perceptions of interactivity on customer trust and transaction intentions in mobile commerce. Journal of Electronic Commerce Research, 6(3), 165.
Lee, T. R., Chen, S. Y., Chen, I. C., Resmi, A. T., Ganesh, K., & Anbuudayasankar, S. P. (2017). Using TOC to develop u-tourism and to formulate its marketing strategy. International Journal of Business Innovation and Research, 14(2), 206. https://doi.org/10.1504/IJBIR.2017.086292
Lim, H., Widdows, R., & Park, J. (2006). M-loyalty: Winning strategies for mobile carriers. Journal of Consumer Marketing, 23(4), 208–218. https://doi.org/10.1108/07363760610674338
Lin, H.-H., & Wang, Y.-S. (2006). An Examination of the determinants of customer loyalty in mobile commerce contexts. Information & Management, 43(3), 271–282. https://doi.org/10.1016/j. im.2005.08.001
Liu, L., Zhang, L., Ye, P., & Liu, Q. (2018). Influence factors of satisfaction with mobile learning app: An empirical analysis of China. International Journal of Emerging Technologies in Learning (IJET), 13(03), 87–99.
Liu, Q. (2013). U–commerce research: A literature review and classification. International Journal of Ad Hoc and Ubiquitous Computing, 12(3), 177–187.
Loh, E. G. Y., & Stephenson, M. L. (2021). Deciphering tourist shoppers’ u-commerce readiness: Current challenges and post-pandemic concerns. Journal of Management Research, 21(1), 3–17.
Mannan, M. A. (2013). U-commerce, the technology with broad imagination: exploring the emerging field of wireless communication. International Journal of Scientific and Research Publications, 3(8), 1–5.
Marinkovic, V., & Kalinic, Z. (2017). Antecedents of customer satisfaction in mobile commerce. Online Information Review, 41(2), 138–154. https://doi.org/10.1108/OIR-11-2015-0364
McGuigan, L., & Manzerolle, V. (2014). All the world’s shopping cart: Theorizing the political economy of ubiquitous media and markets. New Media & Society, 17(11), 1830–1848.
Md Nor, K., Pearson, J. M., & Ahmad, A. (2010). Adoption of internet banking theory of the diffusion of innovation. International Journal of Management Studies (IJMS), 17(1), 69–85.
Millán, M. G. (2018). The global data synchronization network in the consumer goods industry: Adoption framework and critical success factors (Unpublished master’s thesis). Management of Technology at the Delft University of Technology.
Morrison, S., Pitt, L. F., & Kietzmann, J. (2015). Technology and financial services: Marketing in times of u-commerce. Journal of Financial Services Marketing, 20(4), 273–281.
Mukherjee, A., & Nath, P. (2003). A model of trust in online relationship banking. International Journal of Bank Marketing, 21(1), 5–15. https://doi.org/10.1108/02652320310457767
Murakami, T. (2004). Ubiquitous networking: Business opportunities and strategic issues. NRI Papers, 79, 1–22.
Nagumo, T. (2002). Innovative business models in the era of ubiquitous networks. NRI Papers, 49.
Nakajima, H. (2002). Marketing strategy in the era of ubiquitous networks. NRI Papers, 44.
Nakatani, K., Chuang, T.-T., & Zhou, D. (2006). Data synchronisation technology: Standards, business values and implications. Communications of the Association for Information Systems, 17(1), 44.
Novotny, D., Sabati, Z., & Mekovec, R. (2009). U-commerce is here, are we ready? 20th Central European Conference on Information and Intelligent Systems.
Ojo, M. A. (2017). Customer engagement in a u-commerce environment: The effectiveness of non-cash Payment Technologies on Customer Retention and Repeat Purchasing Behavior. Cardinal Stritch University.
Okazaki, S., & Mendez, F. (2013). Perceived ubiquity in mobile services. Journal of Interactive Marketing, 27(2), 98–111.
Okazaki, S., Molina, F. J., & Hirose, M. (2012). Mobile advertising avoidance: Exploring the role of ubiquity. Electronic Markets, 22(3), 169–183.
Oliver, R. L. (2014). Satisfaction: A behavioral perspective on the consumer. Routledge. https://doi.org/10.4324/9781315700892
Oreku, G. S. (2013). Mobile technology interaction to e-commerce in promising of u-commerce. African Journal of Business Management, 7(2), 85–95.
Park, S.-C., Im, K. H., Suh, J. H., Kim, C. Y., & Kim, J. W. (2007). Ubiquitous customer relationship management (uCRM). International Conference on Rough Sets and Knowledge Technology, 324–330.
Piskorski, M. J., & Johnson, R. (2012). Social strategy at Nike. Harvard Business School Case, 9–712.
Pitt, L. F., Parent, M., Junglas, I., Chan, A., & Spyropoulou, S. (2011). Integrating the smartphone into a sound environmental information systems strategy: Principles, practices and a research agenda. The Journal of Strategic Information Systems, 20(1), 27–37. https://doi.org/10.1016/j.jsis.2010.09.005
Poole, E. S., Le Dantec, C. A., Eagan, J. R., & Edwards, W. K. (2008). Reflecting on The Invisible: Understanding End-User Perceptions of Ubiquitous Computing. Proceedings of the 10th International Conference on Ubiquitous Computing, 192–201.
Raza, S. A., Umer, A., Qureshi, M. A., & Dahri, A. S. (2020). Internet banking service quality, e-customer satisfaction and loyalty: the modified e-SERVQUAL model. The TQM Journal, 32(6), 1443–1466. https://doi.org/10.1108/TQM-02-2020-0019
Ribbink, D., van Riel, A. C. R., Liljander, V., & Streukens, S. (2004). Comfort your online customer: quality, trust and loyalty on the internet. Managing Service Quality: An International Journal, 14(6), 446–456. https://doi.org/10.1108/09604520410569784
Roussos, G., Kourouthanassis, P., & Moussouri, T. (2003). Designing appliances for mobile commerce and retailtainment. Personal and Ubiquitous Computing, 7(3–4), 203–209.
Roussos, G., & Moussouri, T. (2004). Consumer perceptions of privacy, security and trust in ubiquitous commerce. Personal and Ubiquitous Computing, 8(6), 416–429.
Runnalls, N. (2006). But can your brand hold a conversation? branding in the network economy. http://www.themarket
Sabati, Z., Mekovec, R., & Novotny, D. (2010). Adoption of u-commerce in croatia-a preliminary study. Central European Conference on Information and Intelligent Systems, 257.
Sammer, T., Camichel, F. A., & Back, A. (2011). Integrating the smartphone: Applying the u-constructs approach on the case of mobile university services. MCIS 2011 Proceedings. 26.
Sánchez-Pi, N., & Molina, J. M. (2009). A multi-agent platform for the provisioning of u-commerce services. Fuzzy Information Processing Society, 2009. NAFIPS 2009. Annual Meeting of the North American, 1–6.
Sanchez Torres, J. A., & Arroyo-Cañada, F.-J. (2017). Building brand loyalty in e-commerce of fashion lingerie. Journal of Fashion Marketing and Management: An International Journal, 21(1), 103–114.
Shao Yeh, Y., & Li, Y. (2009). Building trust in m-commerce: Contributions from quality and satisfaction. Online Information Review, 33(6), 1066–1086. https://doi.org/10.1108/14684520911011016
Sharma, S. K., & Sharma, M. (2019a). Examining the role of trust and quality dimensions in the actual usage of mobile banking services: An empirical investigation. International Journal of Information Management, 44, 65–75. https://doi.org/10.1016/j. ijinfomgt.2018.09.013
Sheng, H. (2006). U-commerce: A tale of two studies. University of Nebraska-Lincoln.
Sheng, H., Nah, F. F.-H., & Siau, K. (2008). An experimental study on ubiquitous commerce adoption: Impact of personalization and privacy concerns. Journal of the Association for Information Systems, 9(6), 15.
Shin, D. (2015). Beyond user experience of cloud service: Implication for value sensitive approach. Telematics and Informatics, 32(1), 33–44. https://doi.org/10.1016/j.tele.2014.02.002
Soper, D. S. (2021). A-priori sample size calculator for structural equation models [Software]. https://www.danielsoper.com/ statcalc
Strassner, M., & Schoch, T. (2002). Today’s impact of ubiquitous computing on business processes. Institute of Information Management of University of St. Gallen, 1–13.
Suh, B., & Han, I. (2002). Effect of trust on customer acceptance of Internet banking. Electronic Commerce Research and Applications, 1(3–4), 247–263.
Sullivan, J., Scheepers, R., & Middleton, C. (2009). Conceptualizing user satisfaction in the ubiquitous computing era. International Conference on Information Systems (ICIS) Proceedings, 103.
Tran, H., & Wei, J. (2011). Impact of privacy and security on users’ trust in ubiquitous commerce. 2011 International Conference on Business Management and Electronic Information, 5, 7–10.
Treen, E., Pitt, L., Bredican, J., & Farshid, M. (2017). App service: How do consumers perceive the quality of financial service apps on smart devices? Journal of Financial Services Marketing, 22(3), 119–125. https://doi.org/10.1057/s41264-017-0029-2
Tsai, C.-W. (2016). The use of mobile technology and ubiquitous computing for universal access in online education. Universal Access in the Information Society, 15(3), 313–314. https://doi.org/10.1007/s10209-014-0389-5
Virtanen, M. (2018). The development of ubıquıtous 360° learnıng envıronment and its effects on students´ satısfactıon and hıstotechnologıcal knowledge. Unıversıty Of Oulu.
Voorhees, C. M., Brady, M. K., Calantone, R., & Ramirez, E. (2016). Discriminant validity testing in marketing: An analysis, causes for concern, and proposed remedies. Journal of the Academy of Marketing Science, 44(1), 119–134. https://doi.org/10.1007/ s11747-015-0455-4
Wang, C. L. (2021). New frontiers and future directions in interactive marketing: Inaugural Editorial. Journal of Research in Interactive Marketing, 15(1), 1–9. https://doi.org/10.1108/ JRIM-03-2021-270
Wang, S.-C., & Wu, J.-H. (2014). Proactive privacy practices in transition: Toward ubiquitous Services. Information & Management, 51(1), 93–103.
Wang, S.-C., Xu, X., Lin, K.-C., & Wu, J.-H. (2017). The effect of affordance on ubiquitous commerce consumption. PACIS 2017 Proceedings. 58.
Watson, R. T. (2000). U-commerce the ultimate. Ubiquity, 2000(October), 1-es. https://doi.org/10.1145/353165.353882
Watson, R. T., Berthon, P., Pitt, L. F., & Zinkhan, G. M. (2004). Marketing in the age of the network: From Marketplace to U-Space. Business Horizons, 47(6), 33–40.
Watson, R. T., Boudreau, M.-C., Chen, A. J., & Sepúlveda, H. H. (2011). Green projects: An information drives analysis of four cases. The Journal of Strategic Information Systems, 20(1), 55–62. https://doi.org/10.1016/j.jsis.2010.09.004
Watson, R. T., Pitt, L. F., Berthon, P., & Zinkhan, G. M. (2002). U-Commerce: Expanding the universe of marketing. Journal of the Academy of Marketing Science, 30(4), 333–347. https://doi.org/10.1177/009207002236909
Weiser, M. (1991). The computer for the 21st century. Scientific American, 265(3), 94–105.
Westland, J. C. (2010). Lower bounds on sample size in structural equation modeling. Electronic Commerce Research and Applications, 9(6), 476–487.
Weston, R., & Gore Jr, P. A. (2006). A brief guide to structural equation modeling. The Counseling Psychologist, 34(5), 719–751.
Windasari, N. A., Kusumawati, N., Larasati, N., & Amelia, R. P. (2022). Digital-only banking experience: Insights from gen Y and gen Z. Journal of Innovation & Knowledge, 7(2), 100170. https://doi.org/10.1016/j.jik.2022.100170
Wook Seo, Y., Kun, C. L., & Sung Lee, D. (2013). The impact of ubiquitous decision support systems on decision quality through individual absorptive capacity and perceived usefulness. Online Information Review, 37(1), 101–113.
Wu, J.-H., & Hisa, T.-L. (2008). Developing e-business dynamic capabilities: An analysis of e-commerce innovation from I-, M-, to u-commerce. Journal of Organizational Computing and Electronic Commerce, 18(2), 95–111. https://doi.org/10.1080/10919390701807525
Xin, C. (2009). U-commerce new technologies and issues. Power Electronics and Intelligent Transportation System (PEITS), 2009 2nd International Conference On, 2, 88–91.
Yoon, C., & Kim, S. (2007). Convenience and TAM in a ubiquitous computing environment: The case of wireless LAN. Electronic Commerce Research and Applications, 6(1), 102–112.
Yu, J., & Guo, C. (2008). An exploratory study of applying ubiquitous technology to retail banking. In Allied Academies International Conference, Academy of Banking Studies, Proceedings, 8(1), 7. Jordan Whitney Enterprises.
Zhang, L., & Liu, Q. (2011). A review for ubiquitous commerce research and application (2000-2009). International Journal of Mobile Communications, 9(1), 39. https://doi.org/10.1504/ IJMC.2011.037954
Zolkepli, I. A., Mukhiar, S. N. S., & Tan, C. (2021). Mobile consumer behaviour on apps usage: The effects of perceived values, rating, and cost. Journal of Marketing Communications, 27(6), 571–593. https://doi.org/10.1080/13527266.2020.1749108
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