The Impact of Perceived Usefulness, Perceived Ease of Use, Attitude, and Behavioral Intention on Behavioral of Indonesia’s E-Wallet Usage: The Moderating Role of Trust
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Abstract
Technological innovation in the financial industry, known as financial technology has been developed to support digital payment concept, such as E-Wallets. This system has become popular among the general public for everyday transactions. The purpose of this study is to investigate the behavioral of Indonesian’s e-wallet usage with specific attention of the moderating role of trust. This study integrated TAM and TPB theory to address an insight related these issues. The sample in this study was 450 respondents of Indonesia’s e-wallet usage. The technique used in this research uses a non-probability sampling technique with a purposive sampling method. Data analysis in this study used Wappls version 7.0 with the Structural Equation Modeling Partial Least Square (SEM-PLS) analysis technique. The results of the research reveal that perceived usefulness, perceived ease of use and attitude have a positive and significant effect on behavioral intentions, behavioral intentions have a positive and significant effect on e-wallet usage behavior. Interestingly, trust has negative effect on the relationship between behavioral intentions and e-wallet usage behavior. These result contrast with previous findings that found trust has positive effect on the relationship between behavioral intention and behavior. Therefore, the result of this study give a new research’s insight regarding the behavioral of e-wallet usage and a new information for practice based of financial industry in Indonesia.
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References
Abdullah, N., Redzuan, F., & Aziah Daud, N. (2020). E-wallet: Factors influencing User Acceptance Towards Cashless Society in Malaysia Among Public Universities. Indonesian Journal of Electrical Engineering and Computer Science, 20(1), 67. https://doi.org/10.11591/ijeecs.v20.i1.pp67-74.
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.
Alalwan, A. A., Dwivedi, Y. K., & Rana, N. P. (2017). Factors Influencing Adoption of Mobile Banking by Jordanian Bank Customers: Extending UTAUT2 with Trust. International Journal of Information Management, 37(3), 99–110. https://doi.org/10.1016/j.ijinfomgt.2017.01.002.
Alam, M. M. D., Alam, M. Z., Rahman, S. A., & Taghizadeh, S. K. (2021). Factors influencing Mhealth Adoption and its Impact on Mental Well-Being During COVID-19 Pandemic: A SEM-ANN Approach. Journal of Biomedical Informatics, 116, 103722. https://doi.org/10.1016/j.jbi.2021.103722.
Ali, H., Lilik, P., Nugroho, H., Halim, T., Firdaus, K., & Huda, H. (2020). Indonesia Gen Z Millenial Report 2020: The Battle of Our Generation. PT Alvara Strategi Indonesia, 134.
Al-Rahmi, A. M., Shamsuddin, A., Alturki, U., Aldraiweesh, A., Yusof, F. M., Al-Rahmi, W. M., & Aljeraiwi, A. A. (2021). The Influence of Information System Success and Technology Acceptance Model on Social Media Factors in Education. Sustainability, 13(14), 7770. https://doi.org/10.3390/su13147770.
Armansyah, R. F. (2021). Herd Behavior in Using Mobile Payment with Unified Theory of Acceptance and Use of Technology (UTAUT2). Jurnal Manajemen Dan Kewirausahaan, 23(2), 111–128. https://doi.org/10.9744/jmk.23.2.111-128.
Astari, A. A. E., Yasa, N. N. K., Sukaatmadja, I. P. G., & Giantari, I. G. A. K. (2022). Integration of Technology Acceptance Model (TAM) and Theory Of Planned Behavior (TPB): An E-Wallet Behavior with Fear of Covid-19 As A Moderator Variable. International Journal of Data and Network Science, 6(4), 1427–1436. https://doi.org/10.5267/j.ijdns.2022.5.008.
Chan, S. H., & Lay, Y. F. (2021). Effects of Attitude, Self-efficacy Beliefs, and Motivation on Behavioural Intention in Teaching Science. Eurasian Journal of Educational Research, 21(93). https://doi.org/10.14689/ejer.2021.93.11.
Che Nawi, N., Mamun, A. A., Hayat, N., & Seduram, L. (2022). Promoting Sustainable Financial Services Through the Adoption of eWallet Among Malaysian Working Adults. SAGE Open, 12(1), 215824402110711. https://doi.org/10.1177/21582440211071107.
Chin, W. W., & Newsted, P. R. (1999). “Structural Equation Modeling Analysis with Small Samples Using Partial Least Squares”. In R. H. Hoyle (Ed.), Statistical strategies for small sample research (pp. 307-341). Thousand Oaks: CA: Sage Publications.
Databoks. (2023). Survei Pengguna Dompet Digital: Gopay dan OVO Bersaing Ketat | Databoks. https://databoks.katadata.co.id/datapublish/2023/07/25/survei-pengguna-dompet-digital-gopay-dan-ovo-bersaing-ketat.
Davis, F. D. (1989). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13(3), 319. https://doi.org/10.2307/249008.
De Luna, I. R., Liébana-Cabanillas, F., Sánchez-Fernández, J., & Muñoz-Leiva, F. (2019). Mobile Payment is Not All the same: The Adoption of Mobile Payment Systems Depending on the Technology Applied. Technological Forecasting and Social Change, 146, 931–944. https://doi.org/10.1016/j.techfore.2018.09.018.
Goodstats. (2023). E-wallet Jadi Metode Pembayaran Terpopuler di Indonesia 2022, Ini Potensinya Pada 2025 Mendatang—GoodStats. https://goodstats.id/article/e-wallet-jadi-metode-pembayaran-terpopuler-di-indonesia-2022-ini-potensinya-pada-2025-mendatang-FOnnm.
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate Data Analysis (7th Edition). New York: Pearson Prentice Hall.
Jesuthasan, S., & Umakanth, N. (2021). Impact of Behavioural Intention on E-Wallet Usage During Covid-19 Period: A Study from Sri Lanka. Sri Lanka Journal of Marketing, 7(2), 24–48. https://doi.org/10.4038/sljmuok.v7i2.63.
Kadir, H. A., Ismail, R., Wok, S., & Manan, K. A. (2022). The Mediating Effect of Attitude on E-Wallet Usage Among Users in Malaysia. Journal of Communication Education, 2(1).
Khan, W. A., & Abideen, Z. U. (2023). Effects of Behavioural Intention on Usage Behaviour of Digital Wallet: The Mediating Role of Perceived Risk and Moderating Role of Perceived Service Quality and Perceived Trust. Future Business Journal, 9(1), 73. https://doi.org/10.1186/s43093-023-00242-z.
Kınış, F., & Tanova, C. (2022). Can I Trust My Phone to Replace My Wallet? The Determinants of E-Wallet Adoption in North Cyprus. Journal of Theoretical and Applied Electronic Commerce Research, 17(4), 1696–1715. https://doi.org/10.3390/jtaer17040086.
Mensah, I. K., Chuanyong, L., & Zeng, G. (2020). Factors Determining the Continued Intention to Use Mobile Money Transfer Services (MMTS) Among University Students in Ghana: International Journal of Mobile Human Computer Interaction, 12(1), 1–21. https://doi.org/10.4018/IJMHCI.2020010101.
Mhlanga, D. (2022). The Role of Financial Inclusion and FinTech in Addressing Climate-Related Challenges in the Industry 4.0: Lessons for Sustainable Development Goals. Frontiers in Climate, 4, 949178. https://doi.org/10.3389/fclim.2022.949178.
Neuman, W.L. (2014). “Social Research Methods: Qualitative and Quantitative Approaches”, 7th Ed. Edinburgh Gate: Pearson Education Limited.
Pavlou & Fygenson. (2006). Understanding and Predicting Electronic Commerce Adoption: An Extension of the Theory of Planned Behavior. MIS Quarterly, 30(1), 115. https://doi.org/10.2307/25148720.
Putri, D. E., Sinaga, O. S., Sudirman, A., Augustinah, F., & Dharma, E. (2022). Analysis of the Effect of Perceived Ease of Use, Perceived Usefulness, Trust, and Cashback Promotion on Intention to Use E-wallet. International Journal of Economics, Business and Management Research, 06(11), 63–75. https://doi.org/10.51505/IJEBMR.2022.61105.
Rehman, S. U., Bhatti, A., Mohamed, R., & Ayoup, H. (2019). The Moderating Role of Trust and Commitment Between Consumer Purchase Intention and Online Shopping Behavior in the Context of Pakistan. Journal of Global Entrepreneurship Research, 9(1), 43. https://doi.org/10.1186/s40497-019-0166-2.
Sabli, N., Pfordten, N. E., Supian, K., Azmi, F. N., & Solihin, A. I. M. (2021). The Acceptance of E-Wallet in Malaysia. Selangor Business Review, 6(1), 1–14.
Sekaran, U., & Bougie, R. (2017). Metode Penelitian untuk Bisnis: Pendekatan Pengembangan-Keahlian (Edisi 6, Buku 1). Jakarta: Salemba Empat.
Sekaran, U., & Roger B. (2013). “Research Methods for Business”, 6th Ed. India: Printer Trento Srl.
Senali, M. G., Iranmanesh, M., Ismail, F. N., Rahim, N. F. A., Khoshkam, M., & Mirzaei, M. (2023). Determinants of Intention to Use e-Wallet: Personal Innovativeness and Propensity to Trust as Moderators. International Journal of Human–Computer Interaction, 39(12), 2361–2373. https://doi.org/10.1080/10447318.2022.2076309.
Sholihin, Mahfud dan Ratmono, Dwi. (2013). “Analisis SEM-PLS dengan WrapPLS 3.0 Untuk Hubungan Nonlinear dalam Penelitian Sosial dan Bisnis”. Yogyakarta: Penerbit ANDI.
Singh, N., Sinha, N., & Liébana-Cabanillas, F. J. (2020). Determining Factors in the Adoption and Recommendation of Mobile Wallet Services in India: Analysis of the Effect of Innovativeness, Stress to Use and Social Influence. International Journal of Information Management, 50, 191–205. https://doi.org/10.1016/j.ijinfomgt.2019.05.022.
Sivathanu, B. (2019). Adoption of Digital Payment Systems in the Era of Demonetization in India: An Empirical Study. Journal of Science and Technology Policy Management, 10(1), 143–171. https://doi.org/10.1108/JSTPM-07-2017-0033.
Sugiyono. (2019). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Bndung: Alfabeta.
Sunny, P., & George, A. (2018). Determinants of Behavioral Intention to Use Mobile Wallets—A Conceptual Model. Journal of Management (JOM), 5(5), 52–62.
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, 2023, 1–14. https://doi.org/10.1155/2023/5276406.
To, A. T., & Trinh, T. H. M. (2021). Understanding Behavioral Intention to Use Mobile Wallets in Vietnam: Extending the TAM Model with Trust and Enjoyment. Cogent Business & Management, 8(1), 1891661. https://doi.org/10.1080/23311975.2021.1891661.
United Nations. (2015). Transforming our world: The 2030 Agenda for Sustainable Development | Department of Economic and Social Affairs. https://sdgs.un.org/2030agenda.
Venkatesh, Morris, Davis, & Davis. (2003). User Acceptance of Information Technology: Toward a Unified View. MIS Quarterly, 27(3), 425. https://doi.org/10.2307/30036540.
Venkatesh, Thong, & Xu. (2012). Consumer Acceptance and Use of Information Technology: Extending the Unified Theory of Acceptance and Use of Technology. MIS Quarterly, 36(1), 157. https://doi.org/10.2307/41410412.
Yang, M., Mamun, A. A., Mohiuddin, M., Nawi, N. C., & Zainol, N. R. (2021). Cashless Transactions: A Study on Intention and Adoption of E-Wallets. Sustainability, 13(2), 831. https://doi.org/10.3390/su13020831.
Zia, A., & Alzahrani, M. (2022). Investigating the Effects of E-Marketing Factors for Agricultural Products on the Emergence of Sustainable Consumer Behaviour. Sustainability, 14(20), 13072. https://doi.org/10.3390/su142013072.