Behavioral Intention to Use E-Wallets in Surabaya: The Roles of Financial Literacy, Performance Expectancy, Effort Expectancy, Perceived Usefulness, and Trust
Abstract
This study aims to analyze the influence of financial literacy, performance expectancy, effort expectancy, perceived usefulness, and trust on behavioral intention to use e-wallets in Surabaya. The study applies a quantitative causal design with primary data collected through an online questionnaire. The respondents were Generation Z and Millennial e-wallet users domiciled in Surabaya, and 264 valid responses were analyzed using Partial Least Squares-Structural Equation Modeling (PLS-SEM) with SmartPLS 4.1.1.6. The findings show that performance expectancy, effort expectancy, perceived usefulness, and trust have significant positive effects on behavioral intention to use e-wallets. In contrast, financial literacy does not significantly affect behavioral intention. The model explains 39.8% of the variance in behavioral intention and demonstrates adequate predictive relevance. These results indicate that e-wallet adoption among young users in Surabaya is driven more by perceived transaction performance, ease of use, practical usefulness, and trust in service security than by financial literacy alone. The originality of this study lies in integrating financial literacy, UTAUT/TAM constructs, and trust to explain e-wallet adoption among Generation Z and Millennials in an urban Indonesian context.
References
Aditya, T., & Mahyuni, L. P. (2022). Pengaruh literasi keuangan, persepsi kemudahan, manfaat, keamanan dan pengaruh sosial terhadap minat penggunaan fintech. Jurnal Ekonomi, Manajemen dan Akuntansi, 24(2), 245-258. https://doi.org/10.30872/jfor.v24i2.10330
Afgani, K. F., Santoso, O. R., Pringgabayu, D., Dewi, E. F., & Simorangkir, Z. Z. (2021). The analysis on factors influencing the use of mobile payment system among Generation Z in Indonesia. Society International, 10(2), 2114-2125.
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
Amelia, M., & Isbanah, Y. (2021). Analisis faktor-faktor yang memengaruhi financial satisfaction pengguna e-wallet. Jurnal Ilmu Manajemen, 9(2), 426. https://doi.org/10.26740/jim.v9n2.p426-437
Anwarul Islam, K. M., & Khan, M. S. (2024). The role of financial literacy, digital literacy, and financial self-efficacy in FinTech adoption. Investment Management and Financial Innovations, 21(2), 370-380. https://doi.org/10.21511/imfi.21(2).2024.30
Ayaz, A., & Yanartaş, M. (2020). An analysis on the unified theory of acceptance and use of technology theory (UTAUT): Acceptance of electronic document management system (EDMS). Computers in Human Behavior Reports, 2, 100032. https://doi.org/10.1016/j.chbr.2020.100032
Chao, C.-M. (2019). Factors determining the behavioral intention to use mobile learning: An application and extension of the UTAUT model. Frontiers in Psychology, 10, 1-14. https://doi.org/10.3389/fpsyg.2019.01652
Chawla, D., & Joshi, H. (2019). Consumer attitude and intention to adopt mobile wallet in India - An empirical study. International Journal of Bank Marketing, 37(7), 1590-1618. https://doi.org/10.1108/IJBM-09-2018-0256
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly: Management Information Systems, 13(3), 319-339. https://doi.org/10.2307/249008
Fan, J., Shao, M., Li, Y., & Huang, X. (2018). Understanding users’ attitude toward mobile payment use. Industrial Management & Data Systems, 118(3), 524-540. https://doi.org/10.1108/IMDS-06-2017-0268
Ferdinand, A. (2014). Metode penelitian manajemen: Pedoman penelitian untuk penulisan skripsi tesis dan disertasi ilmu manajemen.
Gupta, K., & Arora, N. (2019). Investigating consumer intention to accept mobile payment systems through unified theory of acceptance model. South Asian Journal of Business Studies, 9(1), 88-114. https://doi.org/10.1108/SAJBS-03-2019-0037
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis (8th ed.). Cengage.
Hanggono, A. A. (2015). Analisis atas praktek TAM (Technology Acceptance Model) dalam mendukung bisnis online dengan memanfaatkan jejaring sosial Instagram. Brawijaya University.
Junadi, & Sfenrianto. (2015). A model of factors influencing consumer’s intention to use e-payment system in Indonesia. Procedia Computer Science, 59, 214-220. https://doi.org/10.1016/j.procs.2015.07.557
Keni, K., Tjoe, H., Wilson, N., & Negara, E. S. (2020). The effect of perceived security, ease of use and perceived usefulness on intention to use towards mobile payment services in Indonesia.
Masudin, I., Restuputri, D. P., & Syahputra, D. B. (2023). Analysis of financial technology user acceptance using the Unified Theory of Acceptance and Use of Technology method. Procedia Computer Science, 227, 563-572. https://doi.org/10.1016/j.procs.2023.10.559
Perwitasari, A. W. (2022). The effect of perceived usefulness and perceived easiness towards behavioral intention to use fintech by Indonesian MSMEs. The Winners, 23(1), 1-9. https://doi.org/10.21512/tw.v23i1.7078
Rahayu, R. (2022). Factors that influence the behavioural intention to use e-payments in Indonesia. Ekonomis: Journal of Economics and Business, 6(1), 116. https://doi.org/10.33087/ekonomis.v6i1.504
Remund, D. L. (2010). Financial literacy explicated: The case for a clearer definition in an increasingly complex economy. Journal of Consumer Affairs, 44(2), 276-295. https://doi.org/10.1111/j.1745-6606.2010.01169.x
Saleh, M., & F, F. S. (2020). Pengaruh literasi keuangan dan kualitas pembelajaran keuangan terhadap penggunaan fintech mahasiswa manajemen dan akuntansi Universitas Fajar. Jurnal Management & Organisasi Review (MANOR), 2(2), 94-105. https://doi.org/10.47354/mjo.v2i2.243
Sandy, E., & Firdausy, C. M. (2021). Pengaruh perceived usefulness, perceived ease of use dan trust terhadap minat konsumen dalam penggunaan ulang Go-Pay di Kota Jakarta. Jurnal Manajemen Bisnis dan Kewirausahaan, 5(1), 22. https://doi.org/10.24912/jmbk.v5i1.10275
Sekaran, U., & Bougie, R. (2016). Research methods for business: A skill building approach. John Wiley & Sons.
Sumarauw, Z. J., Wawolumaja, J. E., Taha, R. K. P. M. A., & Gunadi, W. (2024). The intention to use digital payment in the UMKM sector in Manado City. Journal of World Science, 3(2), 246-257. https://doi.org/10.58344/jws.v3i2.551
Venkatesh, V., & Davis, F. D. (2000). A theoretical extension of the Technology Acceptance Model: Four longitudinal field studies. Management Science, 46(2), 186-204. https://doi.org/10.1287/mnsc.46.2.186.11926
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS Quarterly: Management Information Systems, 27(3), 425-478. https://doi.org/10.2307/30036540
Wijaya, M., & Jasfar, F. (2014). Pengaruh rancangan situs, harga, kepercayaan dan keamanan terhadap pembelian produk fashion melalui online shopping. Jurnal Manajemen dan Pemasaran Jasa, 7(2), 31-62. https://doi.org/10.25105/jmpj.v7i2.798
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