Determinants of Mobile Banking Usage Decisions: The Moderating Role of Gender and Their Effects on Customer Satisfaction among HIMBARA Bank Customers in East Java
DOI:
https://doi.org/10.70716/ecoma.v4i1.642Keywords:
Mobile Banking, Usage Decision, Customer Satisfaction, Gender, HIMBARA BanksAbstract
The rapid expansion of digital banking services has heightened the importance of understanding factors that influence mobile banking adoption and customer satisfaction. This study examines the effects of technology, knowledge, trust, security, ease of use, fast service, and perceived risk on mobile banking usage decisions and customer satisfaction among HIMBARA bank customers in East Java. The study also investigates the mediating role of usage decisions and the moderating role of gender. A quantitative survey approach was employed with 370 mobile banking users from Bank Mandiri, BRI, BNI, and BTN. Data were analyzed using Structural Equation Modeling–Partial Least Squares (SEM-PLS). The results indicate that technology, trust, security, ease of use, and fast service positively and significantly affect mobile banking usage decisions, while perceived risk has a significant negative effect. Knowledge does not significantly influence usage decisions. Customer satisfaction is significantly influenced by technology, knowledge, ease of use, and usage decisions. Furthermore, usage decisions mediate the relationships between technology, trust, security, ease of use, fast service, perceived risk, and customer satisfaction. No mediation effect is found between knowledge and customer satisfaction. The findings also reveal that gender does not moderate the relationship between usage decisions and customer satisfaction. This study contributes to the mobile banking literature by integrating the Theory of Buyer Behavior, Technology Acceptance Model, and Theory of Planned Behavior into a comprehensive framework. The findings offer actionable insights for banks in developing customer-oriented mobile banking strategies.
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Abdennebi, H. Ben. (2023). M-banking adoption from the developing countries' perspective: A mediated model. Digital Business, 3(2), 100065. https://doi.org/https://doi.org/10.1016/j.digbus.2023.100065
Addula, S. R. (2025). Mobile Banking Adoption: A Multi-Factorial Study on Social Influence, Compatibility, Digital Self-Efficacy, and Perceived Cost Among Generation Z Consumers in the United States. In Journal of Theoretical and Applied Electronic Commerce Research (Vol. 20, Number 3, p. 192). https://doi.org/10.3390/jtaer20030192
Alfiansyah, M. R., Riza, A. F., Al Banna, H., & Azizah, S. N. (2024). A Study on the Antecedents of Cardless Withdrawal Adoption at Bank Syariah Indonesia from the Perspective of Generation Z in Yogyakarta Special Region. International Journal of Islamic Finance, 2(2), 1–11. https://doi.org/10.14421/ijif.v2i2.2213
Chhillar, N., Sharma, K., & Arora, S. (2025). Exploring the role of digital financial literacy and personal financial behavior in shaping financial stress and well-being in the digital age. Acta Psychologica, 259, 105308. https://doi.org/https://doi.org/10.1016/j.actpsy.2025.105308
Creswell, J. ., & Creswell, J. . (2023). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches. Sage Publications Ltd.
Etikan, I., & Bala, K. (2017). Sampling and sampling methods. Biometrics & Biostatistics International Journal, 5(6), 215–217. https://doi.org/https://doi.org/10.15406/bbij.2017.05.00149
Hair, J., Hult, G. T., Ringle, C., & Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (3rd ed.). Sage. https://doi.org/https://doi.org/10.1007/978-3-030-80519-7
Hair, J. F., Babin, B. J., Ringle, C. M., Sarstedt, M., & Becker, J.-M. (2025). Covariance-based structural equation modeling (CB-SEM): a SmartPLS 4 software tutorial. Journal of Marketing Analytics, 13(3), 709–724. https://doi.org/10.1057/s41270-025-00414-6
Henseler, J., Hubona, G., & Ray, P. A. (2016). Using PLS path modeling in new technology research: updated guidelines. Industrial Management & Data Systems, 116(1), 2–20. https://doi.org/10.1108/IMDS-09-2015-0382
Joshi, A., Kale, S., Chandel, S., & Pal, D. K. (2015). Likert Scale: Explored and Explained. Current Journal of Applied Science and Technology, 7(4 SE-Opinion Article), 396–403. https://doi.org/10.9734/BJAST/2015/14975
Kim, L., Rakangthong, N. K., Lak, C., & Aujirapongpan, S. (2026). A competency mechanism for customer trust enhancement in digital banking services. Journal of Open Innovation: Technology, Market, and Complexity, 12(2), 100752. https://doi.org/https://doi.org/10.1016/j.joitmc.2026.100752
Kornitasari, Y., Sura, L. J., & Dewi, D. N. A. M. (2024). How cybercrime sentiment shapes mobile banking adoption in Islamic banking. Jurnal Ekonomi & Keuangan Islam, 10(2 SE-Articles), 217–232. https://doi.org/10.20885/JEKI.vol10.iss2.art6
Londa, D. R., Worang, F. G., & Arie, F. V. (2022). The Influence Of Perceived Credibility, Perceived Ease Of Use, And Perceived Usefulness Toward Customer Satisfaction in Using BSGTOUCH. Jurnal EMBA, 10(4), 934–945. https://doi.org/https://doi.org/10.35794/emba.v10i4.43902
Matar, A., & Aloqaily, A. N. (2025). The mediating role of perceived usefulness in consumer behavior towards driving e-wallet adoption in Jordan. Journal of Open Innovation: Technology, Market, and Complexity, 11(4), 100651. https://doi.org/https://doi.org/10.1016/j.joitmc.2025.100651
Mukarromah, L., & Setyono, J. (2024). Mobile Banking Adoption: Development Of the Unified Theory of Acceptance and Use of Technology 2 (UTAUT 2) on BSI Customers in Riau Province. JURNAL BISNIS STRATEGI; Vol 33, No 2 (2024): DecemberDO-10.14710/Jbs.33.2.158-172. https://ejournal.undip.ac.id/index.php/jbs/article/view/62794
Nitzl, C., Roldan, J. L., & Cepeda, G. (2016). Mediation analysis in partial least squares path modeling. Industrial Management & Data Systems, 116(9), 1849–1864. https://doi.org/https://doi.org/10.1108/IMDS-07-2015-0302
Palumian, Y., Tarigan, Z. J. H., Garvey, F. S. R., & Sundari, S. (2024). The Empirical Study of Technology Acceptance Model among Mobile Banking Users in Indonesia. Journal of Ecohumanism, 3(8), 7486–7498. https://doi.org/https://doi.org/10.62754/joe.v3i8.5377
Rohim, M. H. F., & Wuryaningsih, W. (2024). Analisis Techlogoy Acceptance Model pada Aplikasi Pembiayaan Kredit FIFGROUP Mobile Customer. Jurnal E-Bis, 8(2), 654–665. https://doi.org/https://doi.org/10.37339/e-bis.v8i2.1718
Sekaran, U., & Bougie, R. (2020). Metode Penelitian untuk Bisnis, Pendekatan Pengembangan Keterampilan (edisi ke-5). Wiley.
Sidra, S., & Wagan, S. M. (2025). The Factors Affecting E-Banking Service Satisfaction and Usage Behavior. TIJAB (The International Journal of Applied Business), 9(2 SE-Articles), 153–176. https://doi.org/10.20473/tijab.v9.I2.2025.62007
Siti Jamilah, Ramadhan, Z., Yalina, N., & Nabighah, M. (2024). Technology Adoption Analysis of Islamic Banks' Mobile Banking in Indonesia. Jurnal Ekonomi Dan Bisnis Islam (Journal of Islamic Economics and Business), 10(2 SE-Articles), 453 – 486. https://doi.org/10.20473/jebis.v10i2.65113
Wulandari, A., Marcelino, D., & Suryawardani, B. (2023). Exploring Customer Satisfaction To Use Mobile Banking: An Extension Of UTAUT Framework. Asia-Pacific Management and Business Application, 12(2), 187–208. https://doi.org/https://doi.org/10.21776/ub.apmba.2023.012.02.4
Yudistira, M., & Abidin, D. Z. (2024). Analisis Penerimaan Layanan Mobile Banking dengan Integrasi Task Technology Fit (TTF) dan Unified Theory of Acceptance and Use of Technology (UTAUT). Manajemen Sistem Informasi, 9(1), 93–104. https://doi.org/https://doi.org/10.33998/jurnalmsi.2024.9.1.1689
Yusron, M. H., & Retno Tanding Suryandari S.E., M. E. P. D. (2022). Mobile Banking Adoption in Islamic Bank. International Journal of Business and Applied Social Science. https://doi.org/https://doi.org/10.33642/ijbass.v8n6p2
Zaman, S. I., Khan, S. A., Qabool, S., & Gupta, H. (2022). How does digitalization in banking improve the service supply chain resilience of the e-commerce sector? A technological adoption model approach. In Operations Management Research (pp. 1–27). https://doi.org/10.1007/s12063-022-00341-0
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