What motivates indonesian customers to transact with specific merchants? investigating preferences in the BRImo application using the UTAUT model
Abstract:
Purpose: This study examines the key factors that motivate Indonesian customers to transact with specific merchants through the BRImo application. Despite having 35 million users, BRImo underperforms compared to m-BCA in transaction volume due to technical and usability issues.
Methodology: Data were collected through online questionnaires distributed via social media to 400 respondents. The data were processed using Excel and analyzed using PLS-SEM to assess direct and indirect effects among UTAUT-related variables.
Results: Only three of fourteen hypotheses were supported. Effort Expectancy significantly influences Behavioural Intention (T = 2.195; p = 0.028), Promotional Activities show the strongest effect (T = 213.548; p = 0.000), and Behavioural Intention significantly affects Use Behaviour (T = 9.698; p = 0.000). Traditional UTAUT predictors Performance Expectancy, Social Influence, and Perceived Enjoyment were not significant.
Conclusion: BRImo adoption is driven primarily by ease of use and strong promotional activities. BRI should prioritize improving app performance and expanding promotional programs to increase user engagement and competitiveness.
Limitations: The study uses self-reported online data and a sample limited to active social media users, which may limit generalizability. It also excludes contextual factors such as security, literacy, and cultural influences.
Contributions: The study provides insight into mobile banking adoption in Indonesia, showing the limited relevance of traditional UTAUT variables and emphasizing the roles of usability and promotional strategies.
Downloads

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Albashori, M. F., Wahyuning, S., & Nugroho, H. A. (2025). Digital Marketing Strategy and Consumer Behavior: A case study of E-Commerce Businesses. Oikonomia: Journal of Management Economics and Accounting, 2(3), 20-27. doi:https://doi.org/10.61942/oikonomia.v2i3.323
Ariandi, M. A., & Rinaldi, M. (2025). Pendampingan Strategi Pemasaran pada UMKM untuk Meningkatkan Efektivitas Penjualan Berbasis Digital Marketing. Jurnal Nusantara Mengabdi, 4(3), 107-116. doi:https://doi.org/10.35912/jnm.v4i3.4449
Bazyar, A. (2024). The Dynamics of Digital Banking Adoption: Insights from Iran's Context on Marketing Strategies and Personal Competence. Annals of Management and Organization Research, 5(4), 271-284. doi:https://doi.org/10.35912/amor.v5i4.2003
Boangmanalu, S., & Indrawati, I. (2025). The Effect of Marketing Mix on Purchasing Decisions Modified with Variables of Education Level and Monthly Allowance (Study on By.U Products). Journal of Digital Business and Marketing, 1(1), 1-13. doi:https://doi.org/10.35912/jdbm.v1i1.3312
Chatterjee, P. (2025). Innovative Disruption in Financial Technology and Payment Systems. International Journal of Financial, Accounting, and Management, 7(2), 289-301. doi:https://doi.org/10.35912/ijfam.v7i2.3133
Cheung, G. W., Cooper-Thomas, H. D., Lau, R. S., & Wang, L. C. (2024). Reporting Reliability, Convergent and Discriminant Validity with Structural Equation Modeling: A Review and Best-Practice Recommendations. Asia Pacific Journal of Management, 41(2), 745-783. doi:https://doi.org/10.1007/s10490-023-09871-y
Ghaffar, A. A. (2024). The Assessment of Usability and Service Quality in E-Commerce Using the Integration of Analytical Hierarchy Process (AHP) and Technique for Order Performance by Similarity to Ideal Solution (TOPSIS). Asian Journal of Business and Accounting, 17(1), 203-226. doi:https://doi.org/10.22452/ajba.vol17no1.7
Ghozali, I. (2008). Structural Equation Modeling Metode Alternatif dengan Partial Least Squares (PLS). Semarang: Badan Penerbit Universitas Diponegoro.
Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) Second Edition. New York: Sage Publications.
Kovanovien?, V., Romeika, G., & Baumung, W. (2021). Creating Value for the Consumer Through Marketing Communication Tools. Journal of Competitiveness, 13(1), 59-75. doi:https://doi.org/10.7441/joc.2021.01.04
Matlala, N. P. (2024). Consumer Behaviour Towards the Adoption of Digital Banking Channels. Consumer Behavior Review, 8(1), 1-14. doi:https://doi.org/10.51359/2526-7884.2024.260295
Mufingatun, M., Prijanto, B., & Dutt, H. (2020). Analysis of Factors Affecting Adoption of Mobile Banking Application in Indonesia: An Application of the Unified Theory of Acceptance and use of Technology (UTAUT2). BISMA (Bisnis Dan Manajemen), 12(2), 88-106. doi:https://doi.org/10.26740/bisma.v12n2.p88-106
Nurhidayati, R., Arifiya, N., Setiawan, A., Larasakti, R., & Heriansyah, H. (2022). Strategi Pemasaran dengan Teori Permainan pada Usaha Minuman Street Boba dan Kamsia Boba. Studi Ilmu Manajemen dan Organisasi, 3(2), 303-314. doi:https://doi.org/10.35912/simo.v3i2.1388
Omran. (2023). A Review on Consumer Decision-Making Process in Marketing. International Journal of Innovative Science and Research Technology, 8(2), 1921-1924. doi:https://doi.org/10.5281/zenodo.7716433
Permana, G. P. L., & Apriani, N. K. M. (2025). Mengukur Relevansi Cashless Society pada Generasi Z. Jurnal Akuntansi, Keuangan, dan Manajemen, 6(3), 713-726. doi:https://doi.org/10.35912/jakman.v6i3.3758
Petcharat, T., & Leelasantitham, A. (2021). A Retentive Consumer Behavior Assessment Model of the Online Purchase Decision-Making Process. Heliyon, 7(10), 1-18. doi:https://doi.org/10.1016/j.heliyon.2021.e08169
Pratiwi, K. S. A. L., Karta, N. L. P. A., Ramanita, N. W. S., Aprilia, N. P. N., & Wardani, R. K. (2023). Penerapan Digital Marketing sebagai Media Pemasaran Global Guna Meningkatkan Penjualan Kain Tenun Gringsing Desa Tenganan Pegringsingan Bali. Jurnal Bisnis dan Pemasaran Digital, 2(2), 105-113. doi:https://doi.org/10.35912/jbpd.v2i2.2566
Putro, C. B. R., & Sugiat, M. A. (2025). The use of UTAUT Model to Understand User Intention and User Behavior of Mobile Banking BIMA PT Bank Jateng. Journal of Multidisciplinary Academic Business Studies, 2(4), 239-255. doi:https://doi.org/10.35912/jomabs.v2i4.3191
Rita, R., & Fitria, M. H. (2021). Analisis faktor-faktor UTAUT dan trust terhadap behavioral intention pengguna BNI mobile banking Pada Pekerja Migran Indonesia. Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 4(2), 926-939. doi:https://doi.org/10.36778/jesya.v4i2.453
Sarker, D. K., Sarker, B. K., Shaha, S. R., Sarker, S., & Borddin, A. (2025). Digital Banking's Effect on the Banking Industry & System Transformation. Annals of Management and Organization Research, 6(4), 371-384. doi:https://doi.org/10.35912/amor.v6i4.2644
Servera-Francés, D., Fuentes-Blasco, M., & Piqueras-Tomás, L. (2020). The Importance of Sustainable Practices in Value Creation and Consumers’ Commitment with Companies’ Commercial Format. Sustainability, 12(23), 1-14. doi:https://doi.org/10.3390/su12239852
Sudaryono. (2021). Metodologi Penelitian Kuantitatif, Kualitatif, dan Mix Method Edisi Kedua. Depok: Rajawali Pers.
Sugiyono. (2015). Metode Penelitian Kombinasi (Mixed Methods). Bandung: Alfabeta.
Sujarweni, V. W. (2023). Metodologi Penelitian: Lengkap, Praktis dan Mudah Dipahami. Yogyakarta: Pustaka Baru Press.
Suryana, P. (2024). Building a Strong Brand Image: The Role of Storytelling in Marketing. Journal of Economics and Business (JECOMBI), 4(2), 107-115. doi:https://doi.org/10.58471/jecombi.v4i02.81
Tempo.co. (2021). BRI Luncurkan Fitur QR Pedagang, Kini Transaksi Cashless Bisa lewat BRImo. Retrieved from https://www.tempo.co/info-tempo/bri-luncurkan-fitur-qr-pedagang-kini-transaksi-cashless-bisa-lewat-brimo-481058
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, 157-178. doi:https://doi.org/10.2307/41410412
WA, A. R. M., Desriyantika, E., Hasbullah, ET, M. R., & Indrianni, S. (2024). The Influence of Motivation and Work Environment on Employee Performance in the National Unity and Political Agency of Bandar Lampung City. Global Academy of Multidisciplinary Studies, 1(1), 59-73. doi:https://doi.org/10.35912/gams.v1i1.3375
Wiryawan, Y. F., Tricahyono, D., & Awaluddin, M. (2025). Analysis of Factors Influencing the Adoption of MyTens Application with the Unified Theory of Acceptance and Use of Technology 2 (UTAUT 2) Model on Account Managers at Telkom Indonesia. International Journal of Accounting and Management Information Systems, 2(2), 131-142. doi:https://doi.org/10.35912/ijamis.v2i2.3229
Yansah, R., Maulana, A., & Shihab, M. S. (2025). The Effect of Personal Selling and Relationship Marketing on Customer Loyalty and Satisfaction as an intervening Variable in PT. Welty Indah Perkasa Palembang Branch. Journal of Digital Business and Marketing, 1(2), 87-94. doi:https://doi.org/10.35912/jdbm.v1i2.3325
Yudhistira, P., & Octaviani, N. (2025). What drives Indonesian travellers to go cashless? Investigating mobile payment adoption through the extended Utaut model. Journal of Applied Structural Equation Modeling, 9(1), 1-27. doi:https://doi.org/10.47263/jasem.9(1)03
- Albashori, M. F., Wahyuning, S., & Nugroho, H. A. (2025). Digital Marketing Strategy and Consumer Behavior: A case study of E-Commerce Businesses. Oikonomia: Journal of Management Economics and Accounting, 2(3), 20-27. doi:https://doi.org/10.61942/oikonomia.v2i3.323
- Ariandi, M. A., & Rinaldi, M. (2025). Pendampingan Strategi Pemasaran pada UMKM untuk Meningkatkan Efektivitas Penjualan Berbasis Digital Marketing. Jurnal Nusantara Mengabdi, 4(3), 107-116. doi:https://doi.org/10.35912/jnm.v4i3.4449
- Bazyar, A. (2024). The Dynamics of Digital Banking Adoption: Insights from Iran's Context on Marketing Strategies and Personal Competence. Annals of Management and Organization Research, 5(4), 271-284. doi:https://doi.org/10.35912/amor.v5i4.2003
- Boangmanalu, S., & Indrawati, I. (2025). The Effect of Marketing Mix on Purchasing Decisions Modified with Variables of Education Level and Monthly Allowance (Study on By.U Products). Journal of Digital Business and Marketing, 1(1), 1-13. doi:https://doi.org/10.35912/jdbm.v1i1.3312
- Chatterjee, P. (2025). Innovative Disruption in Financial Technology and Payment Systems. International Journal of Financial, Accounting, and Management, 7(2), 289-301. doi:https://doi.org/10.35912/ijfam.v7i2.3133
- Cheung, G. W., Cooper-Thomas, H. D., Lau, R. S., & Wang, L. C. (2024). Reporting Reliability, Convergent and Discriminant Validity with Structural Equation Modeling: A Review and Best-Practice Recommendations. Asia Pacific Journal of Management, 41(2), 745-783. doi:https://doi.org/10.1007/s10490-023-09871-y
- Ghaffar, A. A. (2024). The Assessment of Usability and Service Quality in E-Commerce Using the Integration of Analytical Hierarchy Process (AHP) and Technique for Order Performance by Similarity to Ideal Solution (TOPSIS). Asian Journal of Business and Accounting, 17(1), 203-226. doi:https://doi.org/10.22452/ajba.vol17no1.7
- Ghozali, I. (2008). Structural Equation Modeling Metode Alternatif dengan Partial Least Squares (PLS). Semarang: Badan Penerbit Universitas Diponegoro.
- Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) Second Edition. New York: Sage Publications.
- Kovanovien?, V., Romeika, G., & Baumung, W. (2021). Creating Value for the Consumer Through Marketing Communication Tools. Journal of Competitiveness, 13(1), 59-75. doi:https://doi.org/10.7441/joc.2021.01.04
- Matlala, N. P. (2024). Consumer Behaviour Towards the Adoption of Digital Banking Channels. Consumer Behavior Review, 8(1), 1-14. doi:https://doi.org/10.51359/2526-7884.2024.260295
- Mufingatun, M., Prijanto, B., & Dutt, H. (2020). Analysis of Factors Affecting Adoption of Mobile Banking Application in Indonesia: An Application of the Unified Theory of Acceptance and use of Technology (UTAUT2). BISMA (Bisnis Dan Manajemen), 12(2), 88-106. doi:https://doi.org/10.26740/bisma.v12n2.p88-106
- Nurhidayati, R., Arifiya, N., Setiawan, A., Larasakti, R., & Heriansyah, H. (2022). Strategi Pemasaran dengan Teori Permainan pada Usaha Minuman Street Boba dan Kamsia Boba. Studi Ilmu Manajemen dan Organisasi, 3(2), 303-314. doi:https://doi.org/10.35912/simo.v3i2.1388
- Omran. (2023). A Review on Consumer Decision-Making Process in Marketing. International Journal of Innovative Science and Research Technology, 8(2), 1921-1924. doi:https://doi.org/10.5281/zenodo.7716433
- Permana, G. P. L., & Apriani, N. K. M. (2025). Mengukur Relevansi Cashless Society pada Generasi Z. Jurnal Akuntansi, Keuangan, dan Manajemen, 6(3), 713-726. doi:https://doi.org/10.35912/jakman.v6i3.3758
- Petcharat, T., & Leelasantitham, A. (2021). A Retentive Consumer Behavior Assessment Model of the Online Purchase Decision-Making Process. Heliyon, 7(10), 1-18. doi:https://doi.org/10.1016/j.heliyon.2021.e08169
- Pratiwi, K. S. A. L., Karta, N. L. P. A., Ramanita, N. W. S., Aprilia, N. P. N., & Wardani, R. K. (2023). Penerapan Digital Marketing sebagai Media Pemasaran Global Guna Meningkatkan Penjualan Kain Tenun Gringsing Desa Tenganan Pegringsingan Bali. Jurnal Bisnis dan Pemasaran Digital, 2(2), 105-113. doi:https://doi.org/10.35912/jbpd.v2i2.2566
- Putro, C. B. R., & Sugiat, M. A. (2025). The use of UTAUT Model to Understand User Intention and User Behavior of Mobile Banking BIMA PT Bank Jateng. Journal of Multidisciplinary Academic Business Studies, 2(4), 239-255. doi:https://doi.org/10.35912/jomabs.v2i4.3191
- Rita, R., & Fitria, M. H. (2021). Analisis faktor-faktor UTAUT dan trust terhadap behavioral intention pengguna BNI mobile banking Pada Pekerja Migran Indonesia. Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 4(2), 926-939. doi:https://doi.org/10.36778/jesya.v4i2.453
- Sarker, D. K., Sarker, B. K., Shaha, S. R., Sarker, S., & Borddin, A. (2025). Digital Banking's Effect on the Banking Industry & System Transformation. Annals of Management and Organization Research, 6(4), 371-384. doi:https://doi.org/10.35912/amor.v6i4.2644
- Servera-Francés, D., Fuentes-Blasco, M., & Piqueras-Tomás, L. (2020). The Importance of Sustainable Practices in Value Creation and Consumers’ Commitment with Companies’ Commercial Format. Sustainability, 12(23), 1-14. doi:https://doi.org/10.3390/su12239852
- Sudaryono. (2021). Metodologi Penelitian Kuantitatif, Kualitatif, dan Mix Method Edisi Kedua. Depok: Rajawali Pers.
- Sugiyono. (2015). Metode Penelitian Kombinasi (Mixed Methods). Bandung: Alfabeta.
- Sujarweni, V. W. (2023). Metodologi Penelitian: Lengkap, Praktis dan Mudah Dipahami. Yogyakarta: Pustaka Baru Press.
- Suryana, P. (2024). Building a Strong Brand Image: The Role of Storytelling in Marketing. Journal of Economics and Business (JECOMBI), 4(2), 107-115. doi:https://doi.org/10.58471/jecombi.v4i02.81
- Tempo.co. (2021). BRI Luncurkan Fitur QR Pedagang, Kini Transaksi Cashless Bisa lewat BRImo. Retrieved from https://www.tempo.co/info-tempo/bri-luncurkan-fitur-qr-pedagang-kini-transaksi-cashless-bisa-lewat-brimo-481058
- 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, 157-178. doi:https://doi.org/10.2307/41410412
- WA, A. R. M., Desriyantika, E., Hasbullah, ET, M. R., & Indrianni, S. (2024). The Influence of Motivation and Work Environment on Employee Performance in the National Unity and Political Agency of Bandar Lampung City. Global Academy of Multidisciplinary Studies, 1(1), 59-73. doi:https://doi.org/10.35912/gams.v1i1.3375
- Wiryawan, Y. F., Tricahyono, D., & Awaluddin, M. (2025). Analysis of Factors Influencing the Adoption of MyTens Application with the Unified Theory of Acceptance and Use of Technology 2 (UTAUT 2) Model on Account Managers at Telkom Indonesia. International Journal of Accounting and Management Information Systems, 2(2), 131-142. doi:https://doi.org/10.35912/ijamis.v2i2.3229
- Yansah, R., Maulana, A., & Shihab, M. S. (2025). The Effect of Personal Selling and Relationship Marketing on Customer Loyalty and Satisfaction as an intervening Variable in PT. Welty Indah Perkasa Palembang Branch. Journal of Digital Business and Marketing, 1(2), 87-94. doi:https://doi.org/10.35912/jdbm.v1i2.3325
- Yudhistira, P., & Octaviani, N. (2025). What drives Indonesian travellers to go cashless? Investigating mobile payment adoption through the extended Utaut model. Journal of Applied Structural Equation Modeling, 9(1), 1-27. doi:https://doi.org/10.47263/jasem.9(1)03
