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Articles
Articles
The UTAUT Model in the Continuance Intention of E-Wallets (QRIS) by MSMEs: With the Moderating Effect of Security Risk
Tri Yulita Sari, Baihaqi, Irwansyah
View Author Affiliations
- Tri Yulita Sari: Universitas Bengkulu, Indonesia
- Baihaqi: Univeristas Bengkulu, Indonesia
- Irwansyah: Univeristas Bengkulu, Indonesia
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Abstract
The post-COVID-19 shift toward a cashless economy in Indonesia has accelerated MSME adoption of digital wallets and QRIS; however, sustaining long-term technology retention remains challenging amid rising cyber threats. Integrating the UTAUT and ECM frameworks, this study examines how performance expectancy, effort expectancy, social influence, and facilitating conditions affect QRIS continuance intention among MSMEs, with perceived security risk as a moderator. This quantitative study collected survey data from 134 active MSME operators in Bengkulu City, Indonesia. Data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). Results reveal that all four UTAUT constructs significantly and positively impact QRIS continuance intention. Crucially, perceived security risk acts as a robust negative moderator, systematically weakening the positive effects of these determinants on long-term retention. Theoretically, this research extends the UTAUT model into a post-adoption business context. Practically, it underscores that sustaining digital payment ecosystems requires a collaborative approach: platform providers must enhance security, regulators must enforce consumer protection, and merchants must elevate digital literacy.
Keywords
Author Biographies
Tri Yulita Sari
Universitas Bengkulu
Master of Accounting Study Program, Faculty of Economics and Business, Univeristas Bengkulu, Bengkulu City, Bengkulu Province, Indonesia.
Baihaqi
Univeristas Bengkulu
Master of Accounting Study Program, Faculty of Economics and Business, Univeristas Bengkulu, Bengkulu City, Bengkulu Province, Indonesia.
Irwansyah
Univeristas Bengkulu
Master of Accounting Study Program, Faculty of Economics and Business, Univeristas Bengkulu, Bengkulu City, Bengkulu Province, Indonesia.
Article Identifiers
- Article Title: The UTAUT Model in the Continuance Intention of E-Wallets (QRIS) by MSMEs: With the Moderating Effect of Security Risk
- DOI: 10.59431/ijer.v6i3.913
- Publication Date: 2026-09-28
- Journal: Indonesian Journal Economic Review (IJER)
- Volume: 6
- Issue: 3
- Pages: 1184–1197
References
-
Afiana, Y., & Wandira, D. (2024). The impact of digital transactions in the reconciliation process and preparation of financial reports of culinary MSMEs in Palembang City. Journal of Economic, Business and Accounting (COSTING), 12(1), 815–828. https://doi.org/10.31539/costing.v12i1.9241
-
Alduais, F., & Al-Smadi, M. O. (2022). Intention to use e-payments from the perspective of the Unified Theory of Acceptance and Use of Technology (UTAUT): Evidence from Yemen. Economies, 10(10), Article 259. https://doi.org/10.3390/economies10100259
-
Amnas, M. B., Selvam, M., Raja, M., & Santhoshkumar, S. (2023). Understanding the determinants of FinTech adoption: Integrating UTAUT2 with trust theoretic model. South Asian Journal of Marketing, 4(3). https://doi.org/10.1108/SAJM-11-2022-0073
-
Ansori, A. D., & Nugroho, S. S. (2024). The role of trust on the continuance usage intention of Indonesian mobile payment application. Jurnal Manajemen dan Pemasaran Jasa, 26(2), 231–257. https://doi.org/10.25105/jmpj.v26i2.18342
-
Aprilia, C., & Amalia, R. (2022). How perceived security influences continuance intention to use mobile wallet. Jurnal Minds: Manajemen Ide dan Inspirasi, 9(2), 271–288. https://doi.org/10.24252/minds.v9i2.30083
-
Asri, D. K., Tamtomo, J., Billah, M. K., & Simanjuntak, E. R. (2025). Beyond UTAUT: Integrating digital literacy and voluntariness of use to understand cashless payment behavior. Jurnal Aplikasi Manajemen, 23(1), 340–364. https://doi.org/10.21776/ub.jam.2025.023.1.20
-
Ayu, R., Zulaikhahh, C., Aristio, A. P., Kom, S., & Sc, M. (2012). Analisis faktor yang mempengaruhi continuance intention pada penggunaan mobile payment dengan metode structural equation modeling. 20–29.
-
Bhattacherjee, A. (2001). Understanding information systems continuance: An expectation-confirmation model. MIS Quarterly, 25(3), 351–370. https://doi.org/10.2307/3250921
-
Clarissa, & Keni, K. (2022). Effort expectancy, facilitating condition, dan trust untuk memprediksi behavior intention penggunaan E-Wallet (QRIS). Jurnal Manajemen Bisnis dan Kewirausahaan, 6(5), 525–530. https://doi.org/10.24912/jmbk.v6i5.20316
-
Compeau, D. R., & Higgins, C. A. (1995). Computer self-efficacy: Development of a measure and initial test. MIS Quarterly, 19(2), 189–211. https://doi.org/10.2307/249688
-
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
-
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1992). Extrinsic and intrinsic motivation to use computers in the workplace. Journal of Applied Social Psychology, 22, 1111–1132. https://doi.org/10.1111/j.1559-1816.1992.tb00945.x
-
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A primer on partial least squares structural equation modeling (PLS-SEM) (3rd ed.). Sage. https://doi.org/10.4135/9781544396408.
-
Hanif, Y., & Lallie, H. S. (2021). Security factors on the intention to use mobile banking applications in the UK older generation (55+): A mixed-method study using modified UTAUT and MTAM—with perceived cyber security, risk, and trust. Technology in Society, 67, 101693. https://doi.org/10.1016/j.techsoc.2021.101693
-
Hoque, M. Z., Chowdhury, N. J., Hossain, A. A., & Tabassum, T. (2024). Social and facilitating influences in fintech user intention and the fintech gender gap. Heliyon, 10(1), e23437. https://doi.org/10.1016/j.heliyon.2023.e23437
-
Ikhwan, M. (2024). Implementasi financial teknologi dalam sistem pembayaran berbasis QRIS pada Bank Syariah Indonesia KCP Pulo Brayan. Jurnal Ilmiah Edunomika, 8(2). https://doi.org/10.29040/jedn.v8i2.11524
-
Isa, M., Fadlilah, H., Hamid, A., & Lestari, E. (2022). The effect of trust and risk on interest in using mobile banking. Journal of Islamic Financial Technology, 1(1). https://doi.org/10.24952/jiftech.v1i1.5022
-
Kurniasari, F., Hamid, N. A., & Isa, E. D. (2025). Unraveling the impact of financial literacy, financial technology adoption, and access to finance on small medium enterprises business performance and sustainability: A serial mediation model. Cogent Business & Management, 12(1). https://doi.org/10.1080/23311975.2025.2487837
-
Laksono, T. B., & Magnifera, L. (2024). Peran social influence dalam memoderasi mobile self-efficacy, performance expectancy, effort expectancy terhadap behavioral intention e-wallet pada UMKM di daerah wisata Telaga Sarangan. Manajemen dan Bisnis, 6(1), 20–32. https://doi.org/10.30743/jmb.v6i1.8891
-
Moore, G. C., & Benbasat, I. (1991). Development of an instrument to measure the perceptions of adopting an information technology innovation. Information Systems Research, 2(3), 192–222. https://doi.org/10.1287/isre.2.3.192
-
Nguyen, T. T., Tran, T. N. H., Do, T. H. M., Dinh, T. K. L., Nguyen, T. U. N., & Dang, T. M. K. (2024). Digital literacy, online security behaviors and E-payment intention. Journal of Open Innovation: Technology, Market, and Complexity, 10(2), 100292. https://doi.org/10.1016/j.joitmc.2024.100292
-
Oliver, R. L. (1980). A cognitive model of the antecedents and consequences of satisfaction decisions. Journal of Marketing Research, 17(4), 460–469. https://doi.org/10.1177/002224378001700405
-
Pangestu, M. G., & Pasaribu, J. K. P. (2022). Behavior intention penggunaan digital payment QRIS berdasarkan model Unified Theory of Acceptance and Use of Technology (UTAUT). Jurnal Informatika Ekonomi Bisnis, 6(1), 271–274. https://doi.org/10.33998/jumanage.2022.1.1.23
-
Prawira, F. R., Prakoso, N. T., Handayani, P. W., & Harahap, N. C. (2024). The influence of information security factors on the continuance use of electronic wallet. Procedia Computer Science, 234, 1467–1475. https://doi.org/10.1016/j.procs.2024.03.147
-
Putri, M. Z., Sutarso, Y., & Hiqmah, F. (2021). Pengaruh risiko keamanan, keuangan dan sosial terhadap kepercayaan pada layanan mobile payment aplikasi Dana. Journal of Business and Banking, 11(1), 167–182. https://doi.org/10.14414/jbb.v11i1.2667
-
Putritama, A. (2019). The mobile payment FinTech continuance usage intention in Indonesia. Jurnal Economia, 15(2), 243–258. https://doi.org/10.21831/economia.v15i2.26403
-
Rogers, E. M., & Shoemaker, F. F. (1971). Communication of innovations: A cross-cultural approach (2nd ed.). Free Press.
-
Safitri, F. A., & Sari, S. P. (2024). Determinan penggunaan e-wallet dengan pendekatan Unified Theory of Acceptance and Use of Technology (UTAUT). Journal of Management and Business (JOMB), 6(6). https://doi.org/10.31539/jomb.v6i6.13663
-
Saputri, M. E., Saraswati, T. G., & Oktafani, F. (2022). The effect of performance expectation, effort expectancy, social influence, perceived risk, and perceived cost on the intention of using mobile payment in Indonesia. Jurnal Sosioteknologi, 21(1), 9-21. https://doi.org/10.5614/sostek.itbj.2022.21.1.2
-
Sara, D. M., Tan, S. H., Chong, L. L., & Ong, H. B. (2024). Continuance usage intention of e-wallets: Insights from merchants. International Journal of Information Management Data Insights, 4(2), 100254. https://doi.org/10.1016/j.jjimei.2024.100254
-
Shanmugavel, N., Rana, N. P., Parayitam, S., & Kumar, K. (2024). Assessing continuance intention to use digital wallet: A dual-factor approach using UTAUT2 and updated IS success model. Journal of Global Information Management, 32(1), 1–29. https://doi.org/10.4018/JGIM.361120
-
Singkeruang, F., Tenri, A. W., Ega, S., & Nuraeni, S. (2025). Mitigating the risk of quishing threats (QR phishing) using the Security Behavior Intentions Scale (SeBIS) in supporting digital economic security. Jurnal Riset Komputer, 8(2), 685–696. https://doi.org/10.30865/jurikom.v8i2.6852
-
Sugiarto, M. C., & Imronudin. (2024). Pengaruh self-efficacy, performance expectancy, effort expectancy, dan social influence terhadap niat penggunaan e-wallet pada UMKM Kecamatan Gemolong. Jurnal Lentera Bisnis, 13(3), 441-452. https://doi.org/10.34127/jrlab.v13i3.1242
-
Tavid, K. A., & Kurniawati. (2024). Hubungan digital financial literacy, facilitating conditions, social influence, performance expectancy, behavioral intention, use behavior terhadap e-wallet di Indonesia. Jurnal Ilmu Manajemen, 14(1), 99–112. https://doi.org/10.32502/jim.v14i1.490
-
Thompson, R. L., Higgins, C. A., & Howell, J. M. (1991). Personal computing: Toward a conceptual model of utilization. MIS Quarterly, 15(1), 125–143. https://doi.org/10.2307/249443
-
Tusyanah, T., Wahyudin, A., & Khafid, M. (2021). Analyzing factors affecting the behavioral intention to use e-wallet with the UTAUT model with experience as moderating variable. Journal of Economic Education, 10(2), 113–123. https://doi.org/10.15294/jeec.v9i2.44824
-
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, 27(3), 425–478. https://doi.org/10.2307/30036540
-
Venkatesh, V., Thong, J. Y., & Xu, X. (2012). Consumer acceptance and use of information technology: Extending the Unified Theory of Acceptance and Use of Technology. MIS Quarterly, 36(1), 157-178. https://doi.org/10.2307/41410412.
Issue Information
Article Details
| Volume: | 6 |
| Issue: | 3 |
| Year: | 2026 |
| Published: | 2026-09-28 |
| Pages: | 1184–1197 |
| Section: | Articles |
Additional Information
How to Cite
Sari, T. Y., Baihaqi, & Irwansyah. (2026). The UTAUT Model in the Continuance Intention of E-Wallets (QRIS) by MSMEs: With the Moderating Effect of Security Risk. Indonesian Journal Economic Review (IJER), 6(3), 1184–1197. https://doi.org/10.59431/ijer.v6i3.913
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