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Copyright (c) 2024 Mohammad Hamim Sultoni, Mila Darmawati, Ah. Shibghatullah Mujaddidi, Fahrurrozi Fahrurrozi, Farid Firmansyah (Author)

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Sacred Simplicity? Exploring TAM and User Intent in Islamic Bank Mobile Services in Indonesia
Corresponding Author(s) : Mohammad Hamim Sultoni
Jurnal Minds: Manajemen Ide dan Inspirasi,
Vol. 11 No. 2 (2024): December
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- Ajina, A. S., Joudeh, J. M. M., Ali, N. N., Zamil, A. M., & Hashem, T. N. (2023). The effect of mobile-wallet service dimensions on customer satisfaction and loyalty: An empirical study. Cogent Business and Management, 10(2). https://doi.org/10.1080/23311975.2023.2229544
- Alkhawaja, M. I., Halim, M. S. A., Abumandil, M. S. S., & Al-Adwan, A. S. (2022). System Quality and Student’s Acceptance of the E-learning System: The Serial Mediation of Perceived Usefulness and Intention to Use. Contemporary Educational Technology, 14(2). https://doi.org/10.30935/CEDTECH/11525
- Almajali, D. A., Masa’Deh, R., & Dahalin, Z. M. d. (2022). Factors influencing the adoption of Cryptocurrency in Jordan: An application of the extended TRA model. Cogent Social Sciences, 8(1). https://doi.org/10.1080/23311886.2022.2103901
- Almakayeel, N. (2023). Relationship Modeling of Travel Website Quality toward Customer Satisfaction Influencing Purchase Intention. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108225
- Almashhadani, I. S., Abuhashesh, M., Bany Mohammad, A., Masa’deh, R., & Al-Khasawneh, M. (2023). Exploring the determinants of FinTech adoption and intention to use in Jordan: The impact of COVID-19. Cogent Social Sciences, 9(2). https://doi.org/10.1080/23311886.2023.2256536
- An, S., Eck, T., & Yim, H. (2023). Understanding Consumers’ Acceptance Intention to Use Mobile Food Delivery Applications through an Extended Technology Acceptance Model. Sustainability (Switzerland), 15(1). https://doi.org/10.3390/su15010832
- Dewanta, I. P. K. S., Supriyadinata Gorda, A. A. N. E., Darma, G. S., & Mahyuni, L. P. (2023). Influence Attitude and Behavioral Intention of the Millenial Generation to Adoption of Telemedicine Platforms in Bali in the New Normal Era. International Journal of Social Science and Business, 7(2), 369–380. https://doi.org/10.23887/ijssb.v7i2.55468
- Hair, J., & Alamer, A. (2022). Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027
- Hair, J. F., Hult, T., & Ringle, T. (2020). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Thousand Oaks. Sage, 165.
- Holden, R. J., Asan, O., Wozniak, E. M., Flynn, K. E., & Scanlon, M. C. (2016). Nurses’ perceptions, acceptance, and use of a novel in-room pediatric ICU technology: testing an expanded technology acceptance model. BMC Medical Informatics and Decision Making, 16(1), 1–10. https://doi.org/10.1186/s12911-016-0388-y
- Huang, T. (2022). What Affects the Acceptance and Use of Hotel Service Robots by Elderly Customers? Sustainability (Switzerland), 14(23). https://doi.org/10.3390/su142316102
- Imbayani, I. G. A., Putu, N., Anggraini, N., Nyoman, N., & Novarini, A. (2025). Increasing Repurchase Intention : The Mediating Role of Utilitarian Value and Experience in Perceived Ease of Use. 9(1), 1–15.
- Jauhari, M. T., Kusumawati, A., & Nuralam, I. P. (2019). The Impact of Website Quality on Consumer Satisfaction and Purchase Intention (Study Case of E-Commerce Lazada Indonesia in Malang City). Jurnal Administrasi Bisnis, 67(1), 54–61.
- Kumar, A., Haldar, P., & Chaturvedi, S. (2024). Factors influencing intention to continue use of e-wallet: mediating role of perceived usefulness. Vilakshan - XIMB Journal of Management, 22(1), 45–61. https://doi.org/10.1108/xjm-12-2023-0243
- Lin, T. T., Yeh, Y. Q., & Hsu, S. Y. (2022). Analysis of the Effects of Perceived Value, Price Sensitivity, Word-of-Mouth, and Customer Satisfaction on Repurchase Intentions of Safety Shoes under the Consideration of Sustainability. Sustainability (Switzerland), 14(24). https://doi.org/10.3390/su142416546
- Lin, X., Mamun, A. Al, Yang, Q., & Masukujjaman, M. (2023). Examining the effect of logistics service quality on customer satisfaction and re-use intention. PLoS ONE, 18(5 May), 1–24. https://doi.org/10.1371/journal.pone.0286382
- Lin, Y. H., Guo, J. L., Hsu, H. P., Yang, L. S., Fu, Y. L., & Huang, C. M. (2019). Does “hospital loyalty” matter? Factors related to the intention of using a mobile app. Patient Preference and Adherence, 13, 1283–1294. https://doi.org/10.2147/PPA.S207031
- Nam, M., Song, T., Kim, D., Jang, K., Kim, J., Koo, B., Lee, J., & Chung, M. (2023). Effects of Content Characteristics and Improvement in User Satisfaction on the Reuse of Home Fitness Application. Sustainability (Switzerland), 15(10), 1–13. https://doi.org/10.3390/su15108371
- Nan, D., Kim, Y., Park, M. H., & Kim, J. H. (2020). What motivates users to keep using social mobile payments? Sustainability (Switzerland), 12(17), 1–14. https://doi.org/10.3390/SU12176878
- Nguyen, H. V., Vu, T. D., Nguyen, B. K., Nguyen, T. M. N., Do, B., & Nguyen, N. (2022). Evaluating the Impact of E-Service Quality on Customer Intention to Use Video Teller Machine Services. Journal of Open Innovation: Technology, Market, and Complexity, 8(3). https://doi.org/10.3390/joitmc8030167
- Nguyen Thi, B., Tran, T. L. A., Tran, T. T. H., Le, T. T., Tran, P. N. H., & Nguyen, M. H. (2022). Factors influencing continuance intention of online shopping of generation Y and Z during the new normal in Vietnam. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2143016
- Rahardja, U., Hapsari, I. D., Putra, P. O. H. A. D. I., & Hidayanto, A. N. (2023). Technological readiness and its impact on mobile payment usage: A case study of go-pay. Cogent Engineering, 10(1). https://doi.org/10.1080/23311916.2023.2171566
- Ramdhony, D., Liébana-Cabanillas, F., Gunesh-Ramlugun, V. D., & Mowlabocus, F. (2023). Modelling the determinants of electronic tax filing services’ continuance usage intention. Australian Journal of Public Administration, 82(2), 194–209. https://doi.org/10.1111/1467-8500.12559
- Sallam, M., Elsayed, W., Al-Shorbagy, M., Barakat, M., Khatib, S. El, Ghach, W., Alwan, N., Hallit, S., & Malaeb, D. (2024). ChatGPT Usage and Attitudes are Driven by Perceptions of Usefulness, Ease of Use, Risks, and Psycho-Social Impact: A Study among University Students in the UAE. Frontiers in Education, 9(August), 1414758. https://doi.org/10.3389/feduc.2024.1414758
- Silva, F. A., Shojaei, A. S., & Barbosa, B. (2023). Chatbot-Based Services: A Study on Customers’ Reuse Intention. Journal of Theoretical and Applied Electronic Commerce Research, 18(1), 457–474. https://doi.org/10.3390/jtaer18010024
- Son, J., Dittmore, S. W., & Choi, Y. (2023). Understanding the Relationship between Corporate Social Responsibility, Team Identification, and Behavioral Intention with the Mediating Effect of Satisfaction in Korean Professional Baseball League. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108381
- Tennakoon, H., Hansen, J. M., Saridakis, G., Samaratunga, M., & Hansen, J. W. (2023). Drivers and Barriers of Social Sustainable Development and Growth of Online Higher Education: The Roles of Perceived Ease of Use and Perceived Usefulness. Sustainability (Switzerland), 15(10), 1–15. https://doi.org/10.3390/su15108319
- To, A. T., & Trinh, T. H. M. (2021). Understanding behavioral intention to use mobile wallets in vietnam: Extending the tam model with trust and enjoyment. Cogent Business and Management, 8(1). https://doi.org/10.1080/23311975.2021.1891661
- Uddin, M. K., & Nasrin, S. (2023). Customer Satisfaction and Intention to Use Mobile Financial Services: A Systematic Literature Review. European Journal of Business and Management Research, 8(1), 274–283. https://doi.org/10.24018/ejbmr.2023.8.1.1815
- Wang, S., Chen, T., Wang, C., Liu, Z., Jia, L., & Zhao, X. (2023). The effect of customer satisfaction on floral product purchase behavior, evidence from Shanghai, China. Scientific Reports, 13(1), 1–13. https://doi.org/10.1038/s41598-023-35137-0
- Wibowo, A., Saptono, A., Narmaditya, B. S., Effendi, M. S., Mukhtar, S., Suparno, & Shafiai, M. H. M. (2024). Using technology acceptance model to investigate digital business intention among Indonesian students. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2314253
- Wicaksono, A., & Maharani, A. (2020). The Effect of Perceived Usefulness and Perceived Ease of Use on the Technology Acceptance Model to Use Online Travel Agency. Journal of Business Management Review, 1(5), 313–328. https://doi.org/10.47153/jbmr15.502020
- Wirapraja, A., & Subriadi, A. P. (2019). Effectiveness of Social Commerce in Influencing Repurchase Intention: A Systematic Literature Review. Proceedings - 2019 International Conference on Computer Science, Information Technology, and Electrical Engineering, ICOMITEE 2019, 1, 24–29. https://doi.org/10.1109/ICOMITEE.2019.8921184
- Zhang, Z., Xia, E., & Huang, J. (2022). Impact of the Moderating Effect of National Culture on Adoption Intention in Wearable Health Care Devices: Meta-analysis. JMIR MHealth and UHealth, 10(6). https://doi.org/10.2196/30960
References
Ajina, A. S., Joudeh, J. M. M., Ali, N. N., Zamil, A. M., & Hashem, T. N. (2023). The effect of mobile-wallet service dimensions on customer satisfaction and loyalty: An empirical study. Cogent Business and Management, 10(2). https://doi.org/10.1080/23311975.2023.2229544
Alkhawaja, M. I., Halim, M. S. A., Abumandil, M. S. S., & Al-Adwan, A. S. (2022). System Quality and Student’s Acceptance of the E-learning System: The Serial Mediation of Perceived Usefulness and Intention to Use. Contemporary Educational Technology, 14(2). https://doi.org/10.30935/CEDTECH/11525
Almajali, D. A., Masa’Deh, R., & Dahalin, Z. M. d. (2022). Factors influencing the adoption of Cryptocurrency in Jordan: An application of the extended TRA model. Cogent Social Sciences, 8(1). https://doi.org/10.1080/23311886.2022.2103901
Almakayeel, N. (2023). Relationship Modeling of Travel Website Quality toward Customer Satisfaction Influencing Purchase Intention. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108225
Almashhadani, I. S., Abuhashesh, M., Bany Mohammad, A., Masa’deh, R., & Al-Khasawneh, M. (2023). Exploring the determinants of FinTech adoption and intention to use in Jordan: The impact of COVID-19. Cogent Social Sciences, 9(2). https://doi.org/10.1080/23311886.2023.2256536
An, S., Eck, T., & Yim, H. (2023). Understanding Consumers’ Acceptance Intention to Use Mobile Food Delivery Applications through an Extended Technology Acceptance Model. Sustainability (Switzerland), 15(1). https://doi.org/10.3390/su15010832
Dewanta, I. P. K. S., Supriyadinata Gorda, A. A. N. E., Darma, G. S., & Mahyuni, L. P. (2023). Influence Attitude and Behavioral Intention of the Millenial Generation to Adoption of Telemedicine Platforms in Bali in the New Normal Era. International Journal of Social Science and Business, 7(2), 369–380. https://doi.org/10.23887/ijssb.v7i2.55468
Hair, J., & Alamer, A. (2022). Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027
Hair, J. F., Hult, T., & Ringle, T. (2020). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Thousand Oaks. Sage, 165.
Holden, R. J., Asan, O., Wozniak, E. M., Flynn, K. E., & Scanlon, M. C. (2016). Nurses’ perceptions, acceptance, and use of a novel in-room pediatric ICU technology: testing an expanded technology acceptance model. BMC Medical Informatics and Decision Making, 16(1), 1–10. https://doi.org/10.1186/s12911-016-0388-y
Huang, T. (2022). What Affects the Acceptance and Use of Hotel Service Robots by Elderly Customers? Sustainability (Switzerland), 14(23). https://doi.org/10.3390/su142316102
Imbayani, I. G. A., Putu, N., Anggraini, N., Nyoman, N., & Novarini, A. (2025). Increasing Repurchase Intention : The Mediating Role of Utilitarian Value and Experience in Perceived Ease of Use. 9(1), 1–15.
Jauhari, M. T., Kusumawati, A., & Nuralam, I. P. (2019). The Impact of Website Quality on Consumer Satisfaction and Purchase Intention (Study Case of E-Commerce Lazada Indonesia in Malang City). Jurnal Administrasi Bisnis, 67(1), 54–61.
Kumar, A., Haldar, P., & Chaturvedi, S. (2024). Factors influencing intention to continue use of e-wallet: mediating role of perceived usefulness. Vilakshan - XIMB Journal of Management, 22(1), 45–61. https://doi.org/10.1108/xjm-12-2023-0243
Lin, T. T., Yeh, Y. Q., & Hsu, S. Y. (2022). Analysis of the Effects of Perceived Value, Price Sensitivity, Word-of-Mouth, and Customer Satisfaction on Repurchase Intentions of Safety Shoes under the Consideration of Sustainability. Sustainability (Switzerland), 14(24). https://doi.org/10.3390/su142416546
Lin, X., Mamun, A. Al, Yang, Q., & Masukujjaman, M. (2023). Examining the effect of logistics service quality on customer satisfaction and re-use intention. PLoS ONE, 18(5 May), 1–24. https://doi.org/10.1371/journal.pone.0286382
Lin, Y. H., Guo, J. L., Hsu, H. P., Yang, L. S., Fu, Y. L., & Huang, C. M. (2019). Does “hospital loyalty” matter? Factors related to the intention of using a mobile app. Patient Preference and Adherence, 13, 1283–1294. https://doi.org/10.2147/PPA.S207031
Nam, M., Song, T., Kim, D., Jang, K., Kim, J., Koo, B., Lee, J., & Chung, M. (2023). Effects of Content Characteristics and Improvement in User Satisfaction on the Reuse of Home Fitness Application. Sustainability (Switzerland), 15(10), 1–13. https://doi.org/10.3390/su15108371
Nan, D., Kim, Y., Park, M. H., & Kim, J. H. (2020). What motivates users to keep using social mobile payments? Sustainability (Switzerland), 12(17), 1–14. https://doi.org/10.3390/SU12176878
Nguyen, H. V., Vu, T. D., Nguyen, B. K., Nguyen, T. M. N., Do, B., & Nguyen, N. (2022). Evaluating the Impact of E-Service Quality on Customer Intention to Use Video Teller Machine Services. Journal of Open Innovation: Technology, Market, and Complexity, 8(3). https://doi.org/10.3390/joitmc8030167
Nguyen Thi, B., Tran, T. L. A., Tran, T. T. H., Le, T. T., Tran, P. N. H., & Nguyen, M. H. (2022). Factors influencing continuance intention of online shopping of generation Y and Z during the new normal in Vietnam. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2143016
Rahardja, U., Hapsari, I. D., Putra, P. O. H. A. D. I., & Hidayanto, A. N. (2023). Technological readiness and its impact on mobile payment usage: A case study of go-pay. Cogent Engineering, 10(1). https://doi.org/10.1080/23311916.2023.2171566
Ramdhony, D., Liébana-Cabanillas, F., Gunesh-Ramlugun, V. D., & Mowlabocus, F. (2023). Modelling the determinants of electronic tax filing services’ continuance usage intention. Australian Journal of Public Administration, 82(2), 194–209. https://doi.org/10.1111/1467-8500.12559
Sallam, M., Elsayed, W., Al-Shorbagy, M., Barakat, M., Khatib, S. El, Ghach, W., Alwan, N., Hallit, S., & Malaeb, D. (2024). ChatGPT Usage and Attitudes are Driven by Perceptions of Usefulness, Ease of Use, Risks, and Psycho-Social Impact: A Study among University Students in the UAE. Frontiers in Education, 9(August), 1414758. https://doi.org/10.3389/feduc.2024.1414758
Silva, F. A., Shojaei, A. S., & Barbosa, B. (2023). Chatbot-Based Services: A Study on Customers’ Reuse Intention. Journal of Theoretical and Applied Electronic Commerce Research, 18(1), 457–474. https://doi.org/10.3390/jtaer18010024
Son, J., Dittmore, S. W., & Choi, Y. (2023). Understanding the Relationship between Corporate Social Responsibility, Team Identification, and Behavioral Intention with the Mediating Effect of Satisfaction in Korean Professional Baseball League. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108381
Tennakoon, H., Hansen, J. M., Saridakis, G., Samaratunga, M., & Hansen, J. W. (2023). Drivers and Barriers of Social Sustainable Development and Growth of Online Higher Education: The Roles of Perceived Ease of Use and Perceived Usefulness. Sustainability (Switzerland), 15(10), 1–15. https://doi.org/10.3390/su15108319
To, A. T., & Trinh, T. H. M. (2021). Understanding behavioral intention to use mobile wallets in vietnam: Extending the tam model with trust and enjoyment. Cogent Business and Management, 8(1). https://doi.org/10.1080/23311975.2021.1891661
Uddin, M. K., & Nasrin, S. (2023). Customer Satisfaction and Intention to Use Mobile Financial Services: A Systematic Literature Review. European Journal of Business and Management Research, 8(1), 274–283. https://doi.org/10.24018/ejbmr.2023.8.1.1815
Wang, S., Chen, T., Wang, C., Liu, Z., Jia, L., & Zhao, X. (2023). The effect of customer satisfaction on floral product purchase behavior, evidence from Shanghai, China. Scientific Reports, 13(1), 1–13. https://doi.org/10.1038/s41598-023-35137-0
Wibowo, A., Saptono, A., Narmaditya, B. S., Effendi, M. S., Mukhtar, S., Suparno, & Shafiai, M. H. M. (2024). Using technology acceptance model to investigate digital business intention among Indonesian students. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2314253
Wicaksono, A., & Maharani, A. (2020). The Effect of Perceived Usefulness and Perceived Ease of Use on the Technology Acceptance Model to Use Online Travel Agency. Journal of Business Management Review, 1(5), 313–328. https://doi.org/10.47153/jbmr15.502020
Wirapraja, A., & Subriadi, A. P. (2019). Effectiveness of Social Commerce in Influencing Repurchase Intention: A Systematic Literature Review. Proceedings - 2019 International Conference on Computer Science, Information Technology, and Electrical Engineering, ICOMITEE 2019, 1, 24–29. https://doi.org/10.1109/ICOMITEE.2019.8921184
Zhang, Z., Xia, E., & Huang, J. (2022). Impact of the Moderating Effect of National Culture on Adoption Intention in Wearable Health Care Devices: Meta-analysis. JMIR MHealth and UHealth, 10(6). https://doi.org/10.2196/30960