The use of UTAUT model to understand user intention and user behavior of mobile banking BIMA PT Bank Jateng
Abstract:
Purpose: The purpose of this study is to investigate the variables that affect users' behavioral intentions and actual usage patterns of PT Bank Jateng's BIMA mobile banking application. Contextual factors including user happiness, perceived delight, and mobile self-efficacy enhance it.
Research/methodology: 384 BIMA users participated in a structured survey that used a quantitative approach. The data was analyzed using structural equation modeling, or SEM, via SmartPLS. AVE and Composite Reliability were used to test validity and reliability, and SRMR, NFI, R2, and Q2 values were used to evaluate model fit.
Results: Ten of the thirteen proposed links were confirmed. Mobile self-efficacy significantly influenced perceived enjoyment, which in turn significantly influenced performance expectancy, effort expectancy, and happiness. The most important element influencing intention to use, which in turn affected usage behavior, was shown to be consumer satisfaction. Moreover, social influence and favorable circumstances have a big impact on behavioral results. Nevertheless, neither effort expectancy nor facilitating conditions had a significant effect on intention to use, nor did performance expectancy have a significant effect on satisfaction.
Conclusions: Emotional factors like perceived enjoyment and satisfaction, along with social influences, play a more dominant role than purely functional factors (e.g., effort or performance expectancy) in determining adoption and continued use of mobile banking. The findings suggest a shift from technical-centric to user experience-centric approaches in digital banking development.
Limitations: This study focuses solely on the BIMA mobile banking app using a cross-sectional design and PLS-SEM method. It does not account for moderating or mediating variables and may limit generalizability beyond the study context.
Contribution: The study extends the UTAUT model by adding emotional and contextual factors to better explain mobile banking usage and offers practical insights for improving user experience and digital adoption in regional banking.
Downloads

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Abdalla, S., Al-Maamari, W., & Al-Azki, J. (2024). Data Analytics-Driven Innovation: UTAUT Model Perspectives for Advancing Healthcare Social Work. Journal of Open Innovation: Technology, Market, and Complexity, 10(4), 1-13. doi:https://doi.org/10.1016/j.joitmc.2024.100411
Abdillah, W., & Hartono, J. (2015). Partial Least Square (PLS): Alternatif Structural Equation Modeling (SEM) dalam Penelitian Bisnis. Yogyakarta: Penerbit Andi.
Abdullah, N., Redzuan, F., & Daud, N. A. (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), 67-74. doi:https://doi.org/10.11591/ijeecs.v20.i1.pp67-74
Adil, Sapar, & Jasman, J. (2023). The Effect of Job Appraisal and Job Training on Employee Performance at PT. Bank Sulselbar Luwu. Journal of Multidisciplinary Academic Business Studies, 1(1), 81-88. doi:https://doi.org/10.35912/jomabs.v1i1.1816
Alfany, Z., Saufi, A., & Mulyono, L. E. H. (2019). The Impact of Social Influence, Self-Efficacy, Perceived Enjoyment, and Individual Mobility on Attitude toward use and Intention to use Mobile Payment of OVO. Global Journal of Management and Business Research: E Marketing, 19(7), 1-8.
Baharuddin, G., Riskarini, D., Widyastuti, S., & Azzahra, F. (2025). The Effect of Maqasid Al-Shariah Towards Youth Motivation to Become Entrepreneur in Indonesia. International Journal of Financial, Accounting, and Management, 6(4), 525-537. doi:https://doi.org/10.35912/ijfam.v6i4.2598
Blut, M., Chong, A. Y. L., Tsiga, Z., & Venkatesh, V. (2022). Meta-Analysis of the Unified Theory of Acceptance and Use of Technology (UTAUT): Challenging its Validity and Charting a Research Agenda in the Red Ocean. Journal of the Association for Information System, 23(1), 13-95. doi:http://dx.doi.org/10.17705/1jais.00719
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. doi: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. doi:https://doi.org/10.1108/IJBM-09-2018-0256
Dieu, H. T. M., Mamun, A. A., Nguyen, T. L. H., & Naznen, F. (2025). Cashless Vietnam: A Study on Intention and Adoption of Cashless Payment. Journal of Science and Technology Policy Management, 16(2), 344-364. doi:https://doi.org/10.1108/JSTPM-02-2022-0031
Elok, S. K. C. S., & Hidayati, M. A. (2021). Customer Loyalty in Digital Wallet Industry: the Role of Satisfaction, Effort Expectancy, Performance Expectancy, and Habit. International Conference on Emerging Challenges: Business Transformation and Circular Economy (ICECH 2021), 196, 340-352. doi:https://doi.org/10.2991/aebmr.k.211119.033
Esawe, A. T. (2022). Understanding Mobile E-Wallet Consumers’ Intentions and User Behavior. Spanish Journal of Marketing-ESIC, 26(3), 363-384. doi:https://doi.org/10.1108/SJME-05-2022-0105
Fagan, M. H. (2019). Factors Influencing Student Acceptance of Mobile Learning in Higher Education. Computers in the Schools, 36(2), 105-121. doi:https://doi.org/10.1080/07380569.2019.1603051
Flavián, C., Guinaliu, M., & Lu, Y. (2020). Mobile Payments Adoption–Introducing Mindfulness to Better Understand Consumer Behavior. International Journal of Bank Marketing, 38(7), 1575-1599. doi:https://doi.org/10.1108/IJBM-01-2020-0039
Ghozali, I., & Latan, H. (2015). Partial Least Squares Konsep Teknik dan Aplikasi dengan Program Smart PLS 3.0. Semarang: Badan Penerbit Undip.
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to Use and How to Report the Results of PLS-SEM. European Business Review, 31(1), 2-24. doi:https://doi.org/10.1108/EBR-11-2018-0203
Indrawati. (2018). Metode Penelitian Kualitatif. Bandung: Refika Aditama.
Kamdjoug, J. R. K., Wamba-Taguimdje, S.-L., Wamba, S. F., & Kake, I. B. e. (2021). Determining Factors and Impacts of the Intention to Adopt Mobile Banking App in Cameroon: Case of SARA by Afriland First Bank. Journal of Retailing and Consumer Services, 61. doi:https://doi.org/10.1016/j.jretconser.2021.102509
Lee, W.-I., Fu, H.-P., Mendoza, N., & Liu, T.-Y. (2021). Determinants Impacting User Behavior Towards Emergency Use Intentions of M-Health Services in Taiwan. Healthcare, 9(5), 1-21. doi:https://doi.org/10.3390/healthcare9050535
Liébana-Cabanillas, F., Molinillo, S., & Japutra, A. (2021). Exploring the Determinants of Intention to Use P2P Mobile Payment in Spain. Information Systems Management, 38(2), 165-180. doi:https://doi.org/10.1080/10580530.2020.1818897
Mandagi, C., Lapian, S. L. H. V. J., & Tumewu, F. J. (2021). Antecedent Fintech Continuance Intention in Manado (Case study: GoPay). Jurnal EMBA: Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 9(4), 415-427. doi:https://doi.org/10.35794/emba.v9i4.36305
Orús, C., Ibáñez-Sánchez, S., & Flavián, C. (2021). Enhancing the Customer Experience with Virtual and Augmented Reality: The Impact of Content and Device Type. International journal of hospitality management, 98, 1-13. doi:https://doi.org/10.1016/j.ijhm.2021.103019
Phuong, N. N. D., Luan, L. T., Van Dong, V., & Khanh, N. L. N. (2020). Examining Customers’ Continuance Intentions towards E-wallet Usage: The Emergence of Mobile Payment Acceptance in Vietnam. The Journal of Asian Finance, Economics and Business, 7(9), 505-516. doi:https://doi.org/10.13106/jafeb.2020.vol7.no9.505
Ramadhan, I. D., & Mudzakar, M. K. (2022). The Influence of Abnormal Audit Fees, Independence, and Competence on Audit Quality. International Journal of Financial, Accounting, and Management, 4(1), 1-15. doi:https://doi.org/10.35912/ijfam.v4i1.234
Sharma, R., Singh, G., & Sharma, S. (2020). Modelling Internet Banking Adoption in Fiji: A Developing Country Perspective. International journal of information management, 53. doi:https://doi.org/10.1016/j.ijinfomgt.2020.102116
Vinatra, S., Bisnis, A., Veteran, U., & Timur, J. (2023). Peran Usaha Mikro, Kecil, dan Menengah (UMKM) dalam Kesejahteraan Perekonomian Negara dan Masyarakat. Jurnal Akuntan Publik, 1(3), 1-8. doi:https://doi.org/10.59581/jap-widyakarya.v1i3.832
Widodo, M., Irawan, M. I., & Sukmono, R. A. (2019). Extending UTAUT2 to Explore Digital Wallet Adoption in Indonesia. 2019 International Conference on Information and Communications Technology (ICOIACT), 878-883. doi:https://doi.org/10.1109/ICOIACT46704.2019.8938415
- Abdalla, S., Al-Maamari, W., & Al-Azki, J. (2024). Data Analytics-Driven Innovation: UTAUT Model Perspectives for Advancing Healthcare Social Work. Journal of Open Innovation: Technology, Market, and Complexity, 10(4), 1-13. doi:https://doi.org/10.1016/j.joitmc.2024.100411
- Abdillah, W., & Hartono, J. (2015). Partial Least Square (PLS): Alternatif Structural Equation Modeling (SEM) dalam Penelitian Bisnis. Yogyakarta: Penerbit Andi.
- Abdullah, N., Redzuan, F., & Daud, N. A. (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), 67-74. doi:https://doi.org/10.11591/ijeecs.v20.i1.pp67-74
- Adil, Sapar, & Jasman, J. (2023). The Effect of Job Appraisal and Job Training on Employee Performance at PT. Bank Sulselbar Luwu. Journal of Multidisciplinary Academic Business Studies, 1(1), 81-88. doi:https://doi.org/10.35912/jomabs.v1i1.1816
- Alfany, Z., Saufi, A., & Mulyono, L. E. H. (2019). The Impact of Social Influence, Self-Efficacy, Perceived Enjoyment, and Individual Mobility on Attitude toward use and Intention to use Mobile Payment of OVO. Global Journal of Management and Business Research: E Marketing, 19(7), 1-8.
- Baharuddin, G., Riskarini, D., Widyastuti, S., & Azzahra, F. (2025). The Effect of Maqasid Al-Shariah Towards Youth Motivation to Become Entrepreneur in Indonesia. International Journal of Financial, Accounting, and Management, 6(4), 525-537. doi:https://doi.org/10.35912/ijfam.v6i4.2598
- Blut, M., Chong, A. Y. L., Tsiga, Z., & Venkatesh, V. (2022). Meta-Analysis of the Unified Theory of Acceptance and Use of Technology (UTAUT): Challenging its Validity and Charting a Research Agenda in the Red Ocean. Journal of the Association for Information System, 23(1), 13-95. doi:http://dx.doi.org/10.17705/1jais.00719
- 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. doi: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. doi:https://doi.org/10.1108/IJBM-09-2018-0256
- Dieu, H. T. M., Mamun, A. A., Nguyen, T. L. H., & Naznen, F. (2025). Cashless Vietnam: A Study on Intention and Adoption of Cashless Payment. Journal of Science and Technology Policy Management, 16(2), 344-364. doi:https://doi.org/10.1108/JSTPM-02-2022-0031
- Elok, S. K. C. S., & Hidayati, M. A. (2021). Customer Loyalty in Digital Wallet Industry: the Role of Satisfaction, Effort Expectancy, Performance Expectancy, and Habit. International Conference on Emerging Challenges: Business Transformation and Circular Economy (ICECH 2021), 196, 340-352. doi:https://doi.org/10.2991/aebmr.k.211119.033
- Esawe, A. T. (2022). Understanding Mobile E-Wallet Consumers’ Intentions and User Behavior. Spanish Journal of Marketing-ESIC, 26(3), 363-384. doi:https://doi.org/10.1108/SJME-05-2022-0105
- Fagan, M. H. (2019). Factors Influencing Student Acceptance of Mobile Learning in Higher Education. Computers in the Schools, 36(2), 105-121. doi:https://doi.org/10.1080/07380569.2019.1603051
- Flavián, C., Guinaliu, M., & Lu, Y. (2020). Mobile Payments Adoption–Introducing Mindfulness to Better Understand Consumer Behavior. International Journal of Bank Marketing, 38(7), 1575-1599. doi:https://doi.org/10.1108/IJBM-01-2020-0039
- Ghozali, I., & Latan, H. (2015). Partial Least Squares Konsep Teknik dan Aplikasi dengan Program Smart PLS 3.0. Semarang: Badan Penerbit Undip.
- Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to Use and How to Report the Results of PLS-SEM. European Business Review, 31(1), 2-24. doi:https://doi.org/10.1108/EBR-11-2018-0203
- Indrawati. (2018). Metode Penelitian Kualitatif. Bandung: Refika Aditama.
- Kamdjoug, J. R. K., Wamba-Taguimdje, S.-L., Wamba, S. F., & Kake, I. B. e. (2021). Determining Factors and Impacts of the Intention to Adopt Mobile Banking App in Cameroon: Case of SARA by Afriland First Bank. Journal of Retailing and Consumer Services, 61. doi:https://doi.org/10.1016/j.jretconser.2021.102509
- Lee, W.-I., Fu, H.-P., Mendoza, N., & Liu, T.-Y. (2021). Determinants Impacting User Behavior Towards Emergency Use Intentions of M-Health Services in Taiwan. Healthcare, 9(5), 1-21. doi:https://doi.org/10.3390/healthcare9050535
- Liébana-Cabanillas, F., Molinillo, S., & Japutra, A. (2021). Exploring the Determinants of Intention to Use P2P Mobile Payment in Spain. Information Systems Management, 38(2), 165-180. doi:https://doi.org/10.1080/10580530.2020.1818897
- Mandagi, C., Lapian, S. L. H. V. J., & Tumewu, F. J. (2021). Antecedent Fintech Continuance Intention in Manado (Case study: GoPay). Jurnal EMBA: Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 9(4), 415-427. doi:https://doi.org/10.35794/emba.v9i4.36305
- Orús, C., Ibáñez-Sánchez, S., & Flavián, C. (2021). Enhancing the Customer Experience with Virtual and Augmented Reality: The Impact of Content and Device Type. International journal of hospitality management, 98, 1-13. doi:https://doi.org/10.1016/j.ijhm.2021.103019
- Phuong, N. N. D., Luan, L. T., Van Dong, V., & Khanh, N. L. N. (2020). Examining Customers’ Continuance Intentions towards E-wallet Usage: The Emergence of Mobile Payment Acceptance in Vietnam. The Journal of Asian Finance, Economics and Business, 7(9), 505-516. doi:https://doi.org/10.13106/jafeb.2020.vol7.no9.505
- Ramadhan, I. D., & Mudzakar, M. K. (2022). The Influence of Abnormal Audit Fees, Independence, and Competence on Audit Quality. International Journal of Financial, Accounting, and Management, 4(1), 1-15. doi:https://doi.org/10.35912/ijfam.v4i1.234
- Sharma, R., Singh, G., & Sharma, S. (2020). Modelling Internet Banking Adoption in Fiji: A Developing Country Perspective. International journal of information management, 53. doi:https://doi.org/10.1016/j.ijinfomgt.2020.102116
- Vinatra, S., Bisnis, A., Veteran, U., & Timur, J. (2023). Peran Usaha Mikro, Kecil, dan Menengah (UMKM) dalam Kesejahteraan Perekonomian Negara dan Masyarakat. Jurnal Akuntan Publik, 1(3), 1-8. doi:https://doi.org/10.59581/jap-widyakarya.v1i3.832
- Widodo, M., Irawan, M. I., & Sukmono, R. A. (2019). Extending UTAUT2 to Explore Digital Wallet Adoption in Indonesia. 2019 International Conference on Information and Communications Technology (ICOIACT), 878-883. doi:https://doi.org/10.1109/ICOIACT46704.2019.8938415