Main Article Content
Abstract
Purpose – The aim of the study is to identify the antecedents of the Indonesian Muslim customers' intention to use Islamic mobile payments.
Methodology – The data were collected from 437 respondents, i.e., 216 potential users and 221 actual users of Islamic mobile payments. The data were analyzed using a partial least squares structural equation model (PLS-SEM).
Findings – The study shows that performance expectancy, perceived religiosity obligation, compatibility, and perceived trust had positive effects on the behavioral intention of Muslim customers. For multi-group analysis, perceived religiosity obligation and compatibility have a significant effect on actual and potential users. Perceived trust significantly influences actual users' behavioral intentions, whereas social influence only significantly affects potential users.
Originality – The study was conducted on Islamic mobile payment using actual users and potential users as respondents. The study will contribute to the development of theories on the adoption of technology and Muslim consumers.
Keywords
Article Details
Copyright (c) 2021 Exval Mahendra Saputro, Sri Rahayu Hijrah Hati
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References
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- Bananuka, J., Kasera, M., Najjemba, G. M., Musimenta, D., Ssekiziyivu, B., & Kimuli, S. N. L. (2019). Attitude: Mediator of subjective norm, religiosity and intention to adopt Islamic banking. Journal of Islamic Marketing, 11(1), 81–96. https://doi.org/10.1108/JIMA-02-2018-0025
- Choi, H., Park, J., Kim, J., & Jung, Y. (2020). Consumer preferences of attributes of mobile payment services in South Korea. Telematics and Informatics, 51, 101397. https://doi.org/10.1016/j.tele.2020.101397
- Davis, F. D. (1989). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13(3), 23.
- Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). User Acceptance of Computer Technology: A Comparison of Two Theoretical Models. Management Science, 35(8), 982–1003.
- de Luna, I. R., Montoro-Ríos, F., Liébana-Cabanillas, F., & de Luna, J. G. (2017). NFC technology acceptance for mobile payments: A Brazilian Perspective. Review of Business Management., 19(63), 23.
- Gefen, Karahanna, & Straub. (2003). Trust and TAM in Online Shopping: An Integrated Model. MIS Quarterly, 27(1), 51. https://doi.org/10.2307/30036519
- Gupta, K., & Arora, N. (2019). Investigating consumer intention to accept mobile payment systems through unified theory of acceptance model: An Indian perspective. South Asian Journal of Business Studies, 9(1), 88–114. https://doi.org/10.1108/SAJBS-03-2019-0037
- Handarkho, Y. D., Harjoseputro, Y., Samodra, J. E., & Irianto, A. B. P. (2021). Understanding proximity mobile payment continuance usage in Indonesia from a habit perspective. Journal of Asia Business Studies, ahead-of-print(ahead-of-print). https://doi.org/10.1108/JABS-02-2020-0046
- Hasan, A., & Gupta, S. K. (2020). Exploring Tourists' Behavioural Intentions Towards Use of Select Mobile Wallets for Digital Payments. Paradigm, 24(2), 177–194. https://doi.org/10.1177/0971890720959519
- Iman, N. (2018). Is mobile payment still relevant in the fintech era? Electronic Commerce Research and Applications, 30, 72–82. https://doi.org/10.1016/j.elerap.2018.05.009
- Jaffar, M. A., & Musa, R. (2014). Determinants of Attitude towards Islamic Financing among Halal-certified Micro and SMEs: A Preliminary Investigation. Procedia - Social and Behavioral Sciences, 130, 135–144. https://doi.org/10.1016/j.sbspro.2014.04.017
- Jamshidi, D., & Hussin, N. (2016). Forecasting patronage factors of Islamic credit card as a new e-commerce banking service: An integration of TAM with perceived religiosity and trust. Journal of Islamic Marketing, 7(4), 378–404. https://doi.org/10.1108/JIMA-07-2014-0050
- Johan, Z. J., Hussain, M. Z., Mohd, R., & Kamaruddin, B. H. (2020). Muslims and non-Muslims intention to hold Shariah-compliant credit cards: A SmartPLS approach. Journal of Islamic Marketing, ahead-of-print(ahead-of-print). https://doi.org/10.1108/JIMA-12-2019-0270
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- Liébana-Cabanillas, F., de Luna, I. R., & Montoro-Ríos, F. (2017). Intention to use new mobile payment systems: A comparative analysis of SMS and NFC payments. Economic Research-Ekonomska Istraživanja, 30`(1), 892–910.
- Liébana-Cabanillas, F., Sánchez-Fernández, J., & Muñoz-Leiva, F. (2014). The moderating effect of experience in the adoption of mobile payment tools in Virtual Social Networks: The m-Payment Acceptance Model in Virtual Social Networks (MPAM-VSN). International Journal of Information Management, 34(2), 151–166. https://doi.org/10.1016/j.ijinfomgt.2013.12.006
- Lin, W. R., Lin, C.-Y., & Ding, Y.-H. (2020). Factors Affecting the Behavioral Intention to Adopt Mobile Payment: An Empirical Study in Taiwan. Mathematics, 8(10). https://doi.org/10.3390/math8101851
- Linkaja. (2020, April 14). LinkAja Luncurkan Layanan Syariah Pertama di Indonesia. https://www.linkaja.id
- Liu, Z., Ben, S., & Zhang, R. (2019). Factors affecting consumers' mobile payment behavior: A meta-analysis. Electronic Commerce Research.
- Luarn, P., & Lin, H.-H. (2005). Toward an understanding of the behavioral intention to use mobile banking. Computers in Human Behavior, 21(6), 873–891. https://doi.org/10.1016/j.chb.2004.03.003
- Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995). An Integrative Model of Organizational Trust. The Academy of Management Review, 20(3), 709–734.
- Moorthy, K., Chun T'ing, L., Chea Yee, K., Wen Huey, A., Joe In, L., Chyi Feng, P., & Jia Yi, T. (2020). What drives the adoption of mobile payment? A Malaysian perspective. International Journal of Finance & Economics, 25(3), 349–364. https://doi.org/10.1002/ijfe.1756
- Mouakket, S. (2020). Investigating the role of mobile payment quality characteristics in the United Arab Emirates: Implications for emerging economies. International Journal of Bank Marketing, 38(7), 1465–1490. https://doi.org/10.1108/IJBM-03-2020-0139
- MUI. (2017). Fatwa Dewan Syariah Nasional Majelis Ulama Indonesia No: 1161DSN. MUUI!W 2017 Tentang Uang Elektronik Syariah.
- MUI. (2018, July 23). Ini Fatwa Terbaru DSN-MUI tentang Uang Elektronik dan Layanan Pembiayaan Berbasis IT. Majelis Ulama Indonesia. https://mui.or.id/berita/11352/ini-fatwa-terbaru-dsn-mui-tentang-uang-elektronik-dan-layanan-pembiayaan-berbasis-it/
- Oliveira, T., Thomas, M., Baptista, G., & Campos, F. (2016). Mobile payment: Understanding the determinants of customer adoption and intention to recommend the technology. Computers in Human Behavior, 61, 404–414. https://doi.org/10.1016/j.chb.2016.03.030
- Ozturk, A. B., Bilgihan, A., Salehi-Esfahani, S., & Hua, N. (2017). Understanding the mobile payment technology acceptance based on valence theory: A case of restaurant transactions. International Journal of Contemporary Hospitality Management, 29(8), 2027–2049. https://doi.org/10.1108/IJCHM-04-2016-0192
- Patil, P., Tamilmani, K., Rana, N. P., & Raghavan, V. (2020). Understanding consumer adoption of mobile payment in India: Extending Meta-UTAUT model with personal innovativeness, anxiety, trust, and grievance redressal. International Journal of Information Management, 54, 102144. https://doi.org/10.1016/j.ijinfomgt.2020.102144
- Pavlou, P. A. (2003). Consumer Acceptance of Electronic Commerce: Integrating Trust and Risk with the Technology Acceptance Model. International Journal of Electronic Commerce, 7(3), 101–134. https://doi.org/10.1080/10864415.2003.11044275
- Phonthanukitithaworn, C., Sellitto, C., & Fong, M. W. L. (2016). A Comparative Study of Current and Potential Users of Mobile Payment Services. SAGE Open, 6(4), 215824401667539. https://doi.org/10.1177/2158244016675397
- Prayoga, F. (2020, December 15). Potensi Ekonomi Syariah Indonesia Luar Biasa, Begini Faktanya: Okezone Tren. https://www.okezone.com/. https://www.okezone.com/tren/read/2020/12/15/620/2327880/potensi-ekonomi-syariah-indonesia-luar-biasa-begini-faktanya
- Putri, A. F., Handayani, P. W., & Shihab, M. R. (2020). Environment factors affecting individual's continuance usage of mobile payment technology in Indonesia. Cogent Engineering, 7(1), 1846832. https://doi.org/10.1080/23311916.2020.1846832
- Rahi, S., Othman Mansour, M. M., Alghizzawi, M., & Alnaser, F. M. (2019). Integration of UTAUT model in internet banking adoption context: The mediating role of performance expectancy and effort expectancy. Journal of Research in Interactive Marketing, 13(3), 411–435. https://doi.org/10.1108/JRIM-02-2018-0032
- Ramdhani, A., Alamanda, D. T., Faculty of Economics, Garut University, Indonesia, Harisana, M. H., & Akbar, G. G. (2020). The Factors that Determine Interest to Use of Mobile Payment: Study on the Students of Garut University, Indonesia. The Asian Journal of Technology Management (AJTM), 13(3), 257–265. https://doi.org/10.12695/ajtm.2020.13.3.6
- Rogers, E. M. (2003). Diffusion of innovations.
- Schierz, P. G., Schilke, O., & Wirtz, B. W. (2010). Understanding consumer acceptance of mobile payment services: An empirical analysis. Electronic Commerce Research and Applications, 8.
- Sobti, N. (2019). Impact of demonetization on diffusion of mobile payment service in India: Antecedents of behavioral intention and adoption using extended UTAUT model. Journal of Advances in Management Research, 16(4), 472–497. https://doi.org/10.1108/JAMR-09-2018-0086
- Suhartadi, I. (2020, February 26). RI Berpotensi Jadi Pemain Utama di Industri Keuangan Syariah Dunia. investor.id. https://investor.id/finance/ri-berpotensi-jadi-pemain-utama-di-industri-keuangan-syariah-dunia
- Suhartanto, D., Dean, D., Ismail, T. A. T., & Sundari, R. (2019). Mobile banking adoption in Islamic banks: Integrating TAM model and religiosity-intention model. Journal of Islamic Marketing, 11(6), 1405–1418. https://doi.org/10.1108/JIMA-05-2019-0096
- Tan, E., & Leby Lau, J. (2016). Behavioural intention to adopt mobile banking among the millennial generation. Young Consumers, 17(1), 18–31. https://doi.org/10.1108/YC-07-2015-00537
- 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.
- Venkatesh, V., Thong, J. Y. L., & 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. https://doi.org/10.2307/41410412
- Wu, & Wang. (2005). What drives mobile commerce? Information & Management, 42(5), 719–729. https://doi.org/10.1016/j.im.2004.07.001
- Zhang, L., Zhu, J., & Liu, Q. (2012). A meta-analysis of mobile commerce adoption and the moderating effect of culture. Computers in Human Behavior, 28(5), 1902–1911. https://doi.org/10.1016/j.chb.2012.05.008
- Zhou, T. (2011). The effect of initial trust on user adoption of mobile payment. Information Development, 27(4), 290–300. https://doi.org/10.1177/0266666911424075
References
Abrahão, R. de S., Moriguchi, S. N., & Andrade, D. F. (2016). Intention of adoption of mobile payment: An analysis in the light of the Unified Theory of Acceptance and Use of Technology (UTAUT). RAI Revista de Administração e Inovação, 13(3), 221–230. https://doi.org/10.1016/j.rai.2016.06.003
Alalwan, A. A. (2018). Examining adoption of mobile internet in Saudi Arabia_ Extending TAM with perceived enjoyment, innovativeness and trust. Technology in Society, 11.
Amin, H., Rahim Abdul Rahman, A., Laison Sondoh, S., & Magdalene Chooi Hwa, A. (2011). Determinants of customers' intention to use Islamic personal financing: The case of Malaysian Islamic banks. Journal of Islamic Accounting and Business Research, 2(1), 22–42. https://doi.org/10.1108/17590811111129490
Au, Y. A., & Kauffman, R. J. (2008). The economics of mobile payments: Understanding stakeholder issues for an emerging financial technology application. Electronic Commerce Research and Applications, 7(2), 141–164. https://doi.org/10.1016/j.elerap.2006.12.004
Bananuka, J., Kasera, M., Najjemba, G. M., Musimenta, D., Ssekiziyivu, B., & Kimuli, S. N. L. (2019). Attitude: Mediator of subjective norm, religiosity and intention to adopt Islamic banking. Journal of Islamic Marketing, 11(1), 81–96. https://doi.org/10.1108/JIMA-02-2018-0025
Choi, H., Park, J., Kim, J., & Jung, Y. (2020). Consumer preferences of attributes of mobile payment services in South Korea. Telematics and Informatics, 51, 101397. https://doi.org/10.1016/j.tele.2020.101397
Davis, F. D. (1989). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13(3), 23.
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). User Acceptance of Computer Technology: A Comparison of Two Theoretical Models. Management Science, 35(8), 982–1003.
de Luna, I. R., Montoro-Ríos, F., Liébana-Cabanillas, F., & de Luna, J. G. (2017). NFC technology acceptance for mobile payments: A Brazilian Perspective. Review of Business Management., 19(63), 23.
Gefen, Karahanna, & Straub. (2003). Trust and TAM in Online Shopping: An Integrated Model. MIS Quarterly, 27(1), 51. https://doi.org/10.2307/30036519
Gupta, K., & Arora, N. (2019). Investigating consumer intention to accept mobile payment systems through unified theory of acceptance model: An Indian perspective. South Asian Journal of Business Studies, 9(1), 88–114. https://doi.org/10.1108/SAJBS-03-2019-0037
Handarkho, Y. D., Harjoseputro, Y., Samodra, J. E., & Irianto, A. B. P. (2021). Understanding proximity mobile payment continuance usage in Indonesia from a habit perspective. Journal of Asia Business Studies, ahead-of-print(ahead-of-print). https://doi.org/10.1108/JABS-02-2020-0046
Hasan, A., & Gupta, S. K. (2020). Exploring Tourists' Behavioural Intentions Towards Use of Select Mobile Wallets for Digital Payments. Paradigm, 24(2), 177–194. https://doi.org/10.1177/0971890720959519
Iman, N. (2018). Is mobile payment still relevant in the fintech era? Electronic Commerce Research and Applications, 30, 72–82. https://doi.org/10.1016/j.elerap.2018.05.009
Jaffar, M. A., & Musa, R. (2014). Determinants of Attitude towards Islamic Financing among Halal-certified Micro and SMEs: A Preliminary Investigation. Procedia - Social and Behavioral Sciences, 130, 135–144. https://doi.org/10.1016/j.sbspro.2014.04.017
Jamshidi, D., & Hussin, N. (2016). Forecasting patronage factors of Islamic credit card as a new e-commerce banking service: An integration of TAM with perceived religiosity and trust. Journal of Islamic Marketing, 7(4), 378–404. https://doi.org/10.1108/JIMA-07-2014-0050
Johan, Z. J., Hussain, M. Z., Mohd, R., & Kamaruddin, B. H. (2020). Muslims and non-Muslims intention to hold Shariah-compliant credit cards: A SmartPLS approach. Journal of Islamic Marketing, ahead-of-print(ahead-of-print). https://doi.org/10.1108/JIMA-12-2019-0270
KNEKS. (2019, April 1). Kebutuhan Digital Payment Syariah Sangat Mendesak. https://www.knks.go.id/isuutama/12/kebutuhan-digital-payment-syariah-sangat-mendesak
KNEKS. (2020, April 17). Layanan Syariah LinkAja Resmi Diluncurkan. Komite Nasional Ekonomi Dan Keuangan Syariah. https://knks.go.id/berita/234/layanan-syariah-linkaja-resmi-diluncurkan?category=1
Liébana-Cabanillas, F., de Luna, I. R., & Montoro-Ríos, F. (2017). Intention to use new mobile payment systems: A comparative analysis of SMS and NFC payments. Economic Research-Ekonomska Istraživanja, 30`(1), 892–910.
Liébana-Cabanillas, F., Sánchez-Fernández, J., & Muñoz-Leiva, F. (2014). The moderating effect of experience in the adoption of mobile payment tools in Virtual Social Networks: The m-Payment Acceptance Model in Virtual Social Networks (MPAM-VSN). International Journal of Information Management, 34(2), 151–166. https://doi.org/10.1016/j.ijinfomgt.2013.12.006
Lin, W. R., Lin, C.-Y., & Ding, Y.-H. (2020). Factors Affecting the Behavioral Intention to Adopt Mobile Payment: An Empirical Study in Taiwan. Mathematics, 8(10). https://doi.org/10.3390/math8101851
Linkaja. (2020, April 14). LinkAja Luncurkan Layanan Syariah Pertama di Indonesia. https://www.linkaja.id
Liu, Z., Ben, S., & Zhang, R. (2019). Factors affecting consumers' mobile payment behavior: A meta-analysis. Electronic Commerce Research.
Luarn, P., & Lin, H.-H. (2005). Toward an understanding of the behavioral intention to use mobile banking. Computers in Human Behavior, 21(6), 873–891. https://doi.org/10.1016/j.chb.2004.03.003
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995). An Integrative Model of Organizational Trust. The Academy of Management Review, 20(3), 709–734.
Moorthy, K., Chun T'ing, L., Chea Yee, K., Wen Huey, A., Joe In, L., Chyi Feng, P., & Jia Yi, T. (2020). What drives the adoption of mobile payment? A Malaysian perspective. International Journal of Finance & Economics, 25(3), 349–364. https://doi.org/10.1002/ijfe.1756
Mouakket, S. (2020). Investigating the role of mobile payment quality characteristics in the United Arab Emirates: Implications for emerging economies. International Journal of Bank Marketing, 38(7), 1465–1490. https://doi.org/10.1108/IJBM-03-2020-0139
MUI. (2017). Fatwa Dewan Syariah Nasional Majelis Ulama Indonesia No: 1161DSN. MUUI!W 2017 Tentang Uang Elektronik Syariah.
MUI. (2018, July 23). Ini Fatwa Terbaru DSN-MUI tentang Uang Elektronik dan Layanan Pembiayaan Berbasis IT. Majelis Ulama Indonesia. https://mui.or.id/berita/11352/ini-fatwa-terbaru-dsn-mui-tentang-uang-elektronik-dan-layanan-pembiayaan-berbasis-it/
Oliveira, T., Thomas, M., Baptista, G., & Campos, F. (2016). Mobile payment: Understanding the determinants of customer adoption and intention to recommend the technology. Computers in Human Behavior, 61, 404–414. https://doi.org/10.1016/j.chb.2016.03.030
Ozturk, A. B., Bilgihan, A., Salehi-Esfahani, S., & Hua, N. (2017). Understanding the mobile payment technology acceptance based on valence theory: A case of restaurant transactions. International Journal of Contemporary Hospitality Management, 29(8), 2027–2049. https://doi.org/10.1108/IJCHM-04-2016-0192
Patil, P., Tamilmani, K., Rana, N. P., & Raghavan, V. (2020). Understanding consumer adoption of mobile payment in India: Extending Meta-UTAUT model with personal innovativeness, anxiety, trust, and grievance redressal. International Journal of Information Management, 54, 102144. https://doi.org/10.1016/j.ijinfomgt.2020.102144
Pavlou, P. A. (2003). Consumer Acceptance of Electronic Commerce: Integrating Trust and Risk with the Technology Acceptance Model. International Journal of Electronic Commerce, 7(3), 101–134. https://doi.org/10.1080/10864415.2003.11044275
Phonthanukitithaworn, C., Sellitto, C., & Fong, M. W. L. (2016). A Comparative Study of Current and Potential Users of Mobile Payment Services. SAGE Open, 6(4), 215824401667539. https://doi.org/10.1177/2158244016675397
Prayoga, F. (2020, December 15). Potensi Ekonomi Syariah Indonesia Luar Biasa, Begini Faktanya: Okezone Tren. https://www.okezone.com/. https://www.okezone.com/tren/read/2020/12/15/620/2327880/potensi-ekonomi-syariah-indonesia-luar-biasa-begini-faktanya
Putri, A. F., Handayani, P. W., & Shihab, M. R. (2020). Environment factors affecting individual's continuance usage of mobile payment technology in Indonesia. Cogent Engineering, 7(1), 1846832. https://doi.org/10.1080/23311916.2020.1846832
Rahi, S., Othman Mansour, M. M., Alghizzawi, M., & Alnaser, F. M. (2019). Integration of UTAUT model in internet banking adoption context: The mediating role of performance expectancy and effort expectancy. Journal of Research in Interactive Marketing, 13(3), 411–435. https://doi.org/10.1108/JRIM-02-2018-0032
Ramdhani, A., Alamanda, D. T., Faculty of Economics, Garut University, Indonesia, Harisana, M. H., & Akbar, G. G. (2020). The Factors that Determine Interest to Use of Mobile Payment: Study on the Students of Garut University, Indonesia. The Asian Journal of Technology Management (AJTM), 13(3), 257–265. https://doi.org/10.12695/ajtm.2020.13.3.6
Rogers, E. M. (2003). Diffusion of innovations.
Schierz, P. G., Schilke, O., & Wirtz, B. W. (2010). Understanding consumer acceptance of mobile payment services: An empirical analysis. Electronic Commerce Research and Applications, 8.
Sobti, N. (2019). Impact of demonetization on diffusion of mobile payment service in India: Antecedents of behavioral intention and adoption using extended UTAUT model. Journal of Advances in Management Research, 16(4), 472–497. https://doi.org/10.1108/JAMR-09-2018-0086
Suhartadi, I. (2020, February 26). RI Berpotensi Jadi Pemain Utama di Industri Keuangan Syariah Dunia. investor.id. https://investor.id/finance/ri-berpotensi-jadi-pemain-utama-di-industri-keuangan-syariah-dunia
Suhartanto, D., Dean, D., Ismail, T. A. T., & Sundari, R. (2019). Mobile banking adoption in Islamic banks: Integrating TAM model and religiosity-intention model. Journal of Islamic Marketing, 11(6), 1405–1418. https://doi.org/10.1108/JIMA-05-2019-0096
Tan, E., & Leby Lau, J. (2016). Behavioural intention to adopt mobile banking among the millennial generation. Young Consumers, 17(1), 18–31. https://doi.org/10.1108/YC-07-2015-00537
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.
Venkatesh, V., Thong, J. Y. L., & 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. https://doi.org/10.2307/41410412
Wu, & Wang. (2005). What drives mobile commerce? Information & Management, 42(5), 719–729. https://doi.org/10.1016/j.im.2004.07.001
Zhang, L., Zhu, J., & Liu, Q. (2012). A meta-analysis of mobile commerce adoption and the moderating effect of culture. Computers in Human Behavior, 28(5), 1902–1911. https://doi.org/10.1016/j.chb.2012.05.008
Zhou, T. (2011). The effect of initial trust on user adoption of mobile payment. Information Development, 27(4), 290–300. https://doi.org/10.1177/0266666911424075