Harnessing Fintech for ZIS Payment in Indonesia: A Millennial Perspective

Dia Purnama Sari, Ibi Satibi, Abdul Haris, Abdul Qoyum

Abstract


Indonesia, a nation with a population of over 70 million millennials, presents immense potential for the fintech sector to transform payments related to Zakat, Infaq, and Sadaqah (ZIS). This study investigates the factors influencing millennial adoption of digital platforms for ZIS payments in Java, Indonesia. Building upon the Unified Theory of Acceptance and Use of Technology (UTAUT-2), a novel model incorporating religiosity as a predictor of fintech-based ZIS payment intent is proposed. Utilizing a quantitative approach, primary data was collected from 165 Javanese millennials via a geographically diverse survey. Subsequent analysis, employing the Partial Least Square-Structural Equation Model (PLS-SEM) with WarpPLS Version 8.0 software, revealed significant positive influences on ZIS payment intent through fintech, stemming from performance expectancy, social influence, facilitating conditions, and established habits. Notably, religiosity emerged as a potent determinant. Conversely, effort expectancy, hedonic motivation, and price value exhibited no statistically significant impact. This research contributes significantly to the development of consumer behavior models by validating the determinants of fintech-based ZIS payment intentions. Furthermore, it underscores the crucial role of digital marketing in ZIS endeavors, advocating for the strategic utilization of social media platforms to foster millennial engagement. The findings pave the way for a flourishing digital ecosystem of ZIS giving, empowering a new generation of Indonesian Muslims to fulfill their religious obligations through convenient and impactful means.

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ABSTRAK – Pemanfaatan Fintech Untuk Pembayaran ZIS di Indonesia: Perspektif Milenial. Indonesia, dengan jumlah milenial lebih dari 70 juta orang, mempunyai potensi yang sangat besar bagi pengadopsian financial technology (fintech) ke dalam sistem pembayaran Zakat, Infak, dan Sedekah (ZIS). Penelitian ini bertujuan untuk menginvestigasi faktor-faktor yang mempengaruhi milenial, khususnya di Pulau Jawa, dalam memanfaatkan fintech untuk membayar zakat, infak, dan sedekah (ZIS). Penelitian ini memodifikasi Unified Theory of Acceptance and Use of Technology (UTAUT-2) dengan menambahkan variabel religiositas pada model sebagai penentu niat berperilaku dalam membayar ZIS melalui platform berbasis fintech. Penelitian ini menggunakan pendekatan kuantitatif dimana data primer diperoleh dari 165 kuesioner yang didistribusikan kepada milenial yang berdomisili di seluruh provinsi dalam Pulau Jawa. Data dianalisis dengan Partial Least Square-Structural Equation Model (PLS-SEM) dengan perangkat lunas WarpPLS Versi 8.0. Hasil penelitian ini menunjukkan bahwa variabel ekspektasi kinerja, pengaruh sosial, kondisi yang memfasilitasi, dan kebiasaan berpengaruh positif dan signifikan terhadap niat membayar ZIS melalui fintech. Secara khusus, religiositas muncul sebagai penentu yang kuat. Sebaliknya, ekspektasi usaha, motivasi hedonik, dan nilai harga tidak menunjukkan dampak yang signifikan secara statistik. Studi ini berimplikasi pada pengembangan model perilaku konsumen dan memperluas validitas determinan niat perilaku membayar ZIS melalui fintech. Selain itu, penelitian ini menunjukkan pentingnya paradigma pemasaran digital untuk ZIS dengan mengoptimalkan berbagai platform media sosial guna mendorong keterlibatan kaum milenial. Hasil ini membuka jalan bagi perkembangan ekosistem digital untuk pembayaran ZIS dan memfasilitasi generasi Muslim milenial Indonesia untuk memenuhi kewajiban agama mereka melalui cara yang lebih nyaman dan bermakna.


Keywords


Fintech, ZIS, Millennials, Indonesia, UTAUT-2, Religiosity, PLS-SEM, Digital Philanthropy

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References


Agustiningsih, M. D., Savitrah, R. M., & Lestari, P. C. A. (2021). Escalation of Online Zakat in New Normal. Journal of Finance and Islamic Banking, 4(1). https://doi.org/10.22515/jfib.v4i1.3535

Ahmad, S., Tajul Urus, S., & Syed Mustapha Nazri, S. N. F. (2021). Technology Acceptance of Financial Technology (Fintech) for Payment Services Among Employed Fresh Graduates. Asia-Pacific Management Accounting Journal, 16(2), 27–58. https://doi.org/10.24191/apmaj.v16i2-02

Akmila, F., Sandy, R., & Indriyani, F. (2022). Faktor-Faktor yang Mempengaruhi Motivasi Filantropi Mahasiswa melalui Pembayaran Zakat, Infaq dan Shadaqah. Islamic Economics and Finance Journal, 1(1), 54–72. https://doi.org/10.55657/iefj.v1i1.10

Alalwan, A. A., Dwived, Y. K., Ranab, N. P., & Algharabat, R. (2017). Examining factors influencing Jordanian customers’ intentions and adoption of internet banking: Extending UTAUT2 with risk. Journal of Retailing and Consumer Services. http://dx.doi.org/10.1016/j.jretconser.2017.08.026

Alamanda, D. T., Wibowo, L. A., Munawar, S., & Nisa, A. K. (2021). The interest of technology adoption in e-commerce mobile apps using modified unified theory of acceptance and use of technology 2 in Indonesia. International Journal of Applied Business and International Management, 6(3). Retrieved from https://www.ejournal.aibpm.org/index.php/IJABIM

Ali, H., & Purwandi, L. (2016). Indonesia 2020: The urban middle-class millennials. Alvara Research Center. Retrieved from https://www.researchgate.net/publication/314448735_Indonesia_2020_The_Urban_Middle_Class_Millenials?enrichId=rgreq-d42d3c25ba48b56391881a58a7a16826-XXX&enrichSource=Y292ZXJQYWdlOzMxNDQ0ODczNTtBUzo0NzAyOTk2NzUyMzg0MDBAMTQ4OTEzOTU4ODMzMA%3D%3D&el=1_x_2&_esc=publicationCoverPdf

Arain, A. A., Hussain, Z., Rizvi, W. H., & Vighio, M. S. (2019). Extending UTAUT2 toward acceptance of mobile learning in the context of higher education. Universal Access in the Information Society. http://dx.doi.org/10.1007/s10209-019-00685-8

Arwita, N. (2022). Indonesia berpotensi zakat digital. UNIMALNEWS. Retrieved from https://news.unimal.ac.id/index/single/2937/indonesia-berpotensi-zakat-digital

Astuti, W., & Prijanto, B. (2021). Faktor yang Memengaruhi Minat Muzaki dalam Membayar Zakat Melalui Kitabisa.com: Pendekatan Technology Acceptance Model dan Theory of Planned Behavior. AL-MUZARA’AH, 9(1), 21–44. https://doi.org/10.29244/jam.9.1.21-44

Baabdullah, A. M. (2018). Consumer adoption of mobile social network games (M-SNGs) in Saudi Arabia: The role of social influence, hedonic motivation and trust. Technology in Society. http://dx.doi.org/10.1016/j.techsoc.2018.01.004

BAZNAS (2022). Outlook zakat Indonesia 2022. Jakarta: Pusat Kajian Zakat BAZNAS.

Bin-Nashwan, S. A. (2022). Toward diffusion of e-Zakat initiatives amid the COVID-19 crisis and beyond. Foresight, 24(2), 141–158. http://dx.doi.org/10.1108/FS-08-2020-0082

Cabrera-Sánchez, J. P., Ramos-de-Luna, I., Carvajal-Trujillo, E., & Villarejo-Ramos, N. F. (2020). Online Recommendation Systems: Factors Influencing Use in E-Commerce. Sustainability, 12(21), 8888. https://doi.org/10.3390/su12218888

Cahyani, U. E., Sari, D. P., & Afandi, A. (2022). Determinant of Behavioral Intention to Use Digital Zakat Payment: The Moderating Role of Knowledge of Zakat. ZISWAF: Jurnal Zakat dan Wakaf, 9(1), 1. https://doi.org/10.21043/ziswaf.v9i1.13330

Chang, C. M., Liu, L. W., Huang, H. C., & Hsieh, H. H. (2019). Factors Influencing Online Hotel Booking: Extending UTAUT2 with Age, Gender, and Experience as Moderators. Information, 10(9), 281. https://doi.org/10.3390/info10090281

Chen, L., Rashidin, Md. S., Song, F., Wang, Y., Javed, S., & Wang, J. (2021). Determinants of consumer’s purchase intention on fresh e-commerce platform: Perspective of UTAUT model. SAGE Open. http://dx.doi.org/10.1177/21582440211027875

Cheng, Y., Sharma, S., Sharma, P., & Kulathunga, K. (2020). Role of personalization in continuous use intention of mobile news apps in India: Extending the UTAUT2 model. Information, 11(33). http://dx.doi.org/10.3390/info11010033

Chresentia, S., & Suharto, Y. (2020). Assessing consumer adoption model on e-wallet: An extended UTAUT2 approach. International Journal of Economics, Business and Management Research, 4(06). Retrieved from https://ijebmr.com/uploads/pdf/archivepdf/2020/IJEBMR_562.pdf

Cimperman, M., Brenciˇc, M. M., & Trkman, P. (2016). Analyzing older users’ home telehealth services acceptance behavior—Applying an Extended UTAUT model. International Journal of Medical Informatics. http://dx.doi.org/10.1016/j.ijmedinf.2016.03.002

Daud, M. S. M., Wahid, H., & Noor, M. A. M. (2022). The influences of attitude, religiosity, and subjective norm on Muslim’s donation intention during COVID-19 lockdown in Malaysia. International Journal of Sustainable Development and Planning, 17(3), 915–923. http://dx.doi.org/10.18280/ijsdp.170321

Dhiman, N., Arora, N., Dogra, N., & Gupta, A. (2020). Consumer adoption of smartphone fitness apps: An extended UTAUT2 perspective. Journal of Indian Business Research, 12(3). http://dx.doi.org/10.1108/JIBR-05-2018-0158

Farhatunnada, I. (2021). Determinan minat masyarakat D.I Yogyakarta untuk membayar zakat, infak dan sedekah secara online pada masa pandemi Covid 19. Thesis. Universitas Islam Negeri Sunan Kalijaga.

Ghozali, I. (2012). Aplikasi analisis multivariate dengan program IBM SPSS 19. Edisi 5. Semarang: BP Universitas Diponegoro.

Handoko, B. L. (2020). UTAUT 2 model for entrepreneurship students on adopting technology. ICIMTech (International Conference on Information Management and Technology). Retrieved from https://ieeexplore.ieee.org/document/9211185

Hanif, M. S., Wang, M., Mumtaz, M. U., Ahmed, Z., & Zaki, W. (2021). What attracts me or prevents me from mobile shopping? An adapted UTAUT2 model empirical research on behavioral intentions of aspirant young consumers in Pakistan. Asia Pacific Journal of Marketing and Logistics. http://dx.doi.org/10.1108/APJML-09-2020-0659

Hapsari, H. P. N., & Priyadi, U. (2020). The determinant factors of muzakki toward paying zakat, infaq, sedekah (ZIS) in zakat institutions. Ihtifaz: Journal of Islamic Economics, Finance, and Banking, 3(2), 143. http://dx.doi.org/10.12928/ijiefb.v3i2.2564

Hau, H. T., Nhung, D. T. H., & Trang, P. H. (2020). An empirical analysis of factors affecting the intention of using digital wallet in Vietnam. Journal of International Economics and Management, 2(1). http://dx.doi.org/10.38203/jiem.021.1.0024

Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. http://dx.doi.org/10.1007/s11747-014-0403-8

Hidayatullah, E. I., & Purbasari, L. T. (2022a). Analysing repeat alms donation behavior via digital platform. Jurnal Ilmiah Ekonomi Islam, 8(01). Retrieved from http://jurnal.stie-aas.ac.id/index.php/jei/article/view/4618

Hidayatullah, E. I., & Purbasari, L. T. (2022b). Analysing repeat alms donation behavior via digital platform. Jurnal Ilmiah Ekonomi Islam, 8(1), 677–687. Retrieved from http://jurnal.stie-aas.ac.id/index.php/jei/article/view/4618

Human, G., Ungerer, M., & Azémia, J.-A. J. C. (2020). Mauritian consumer intentions to adopt online grocery shopping: An extended decomposition of UTAUT2 with moderation. Management Dynamics, 29(3). Retrieved from https://hdl.handle.net/10520/EJC-202866a75a

Husaini, A. (2021). Lebih efektif, Lembaga amil zakat siap transformasi ke era digital. Kontan. Co.Id. Retrieved from https://nasional.kontan.co.id/news/lebih-efektif-lembaga-amil-zakat-siap-transformasi-ke-era-digital

Ibrahim, A. (2011). Maksimalisasi Zakat Sebagai Salah Satu Komponen Fiskal Dalam Sistem Ekonomi Islam. Jurisprudensi: Jurnal Syariah, 3(1), 1-20. Retrieved from https://ssrn.com/abstract=2064559

Ibrahim, A. (2023). Metodologi Penelitian Ekonomi dan Bisnis Islam. Edisi Revisi. Jakarta: Bumi Aksara.

Ibrahim, A., Amelia, E., Akbar, N., Kholis, N., Utami, S. A., & Nofrianto. (2021). Pengantar Ekonomi Islam (1 ed.). Jakarta: Departemen Ekonomi dan Keuangan Syariah - Bank Indonesia.

Ichwan, A. (2020). Pengaruh technology acceptance model terhadap keputusan muzakki membayar zakat melalui fintech Gopay. Jurnal Ilmiah Ekonomi Islam (JIEI), 6(02). Retrieved from http://www.jurnal.stie-aas.ac.id/index.php/jei/article/view/1011

Imani, A. T., & Anggono, A. H. (2020). Factors Influencing Customers Acceptance of Using the QR Code Feature in Offline Merchants for Generation Z in Bandung (Extended UTAUT2). KnE Social Sciences: International Conference on Economics, Business and Economic Education 2019. https://doi.org/10.18502/kss.v4i6.6670

Intarot, P., & Beokhaimook, C. (2018). Influencing factor in e-wallet acceptant and use. Information, 4. http://dx.doi.org/10.20469/ijbas.4.10004-4

Jamaludin, N., Wahab, N. A., & Hamed, A. B. (2017). Muslim perception on online zakat usage in Kuala Lumpur. Universiti Sains Islam Malaysia, JMIFR, 14(1). Retrieved from http://ddms.usim.edu.my:80/jspui/handle/123456789/15295

Kamri, N. A., Ramlan, S. F., & Ibrahim, A. (2014). Qur’anic Work Ethics. Journal of Usuluddin, 40(-), 135-172. Retrieved from https://jati.um.edu.my/index.php/JUD/article/view/7489

Karjaluoto, H., Shaikh, A. A., Leppäniemi, M., & Luomala, R. (2020). Examining consumers’ usage intention of contactless payment systems. International Journal of Bank Marketing, 38(2). http://dx.doi.org/10.1108/IJBM-04-2019-0155

Kasri, R. A., & Yuniar, A. M. (2021a). Determinants of digital zakat payments: Lessons from Indonesian experience. Journal of Islamic Accounting and Business Research, 12(3). http://dx.doi.org/10.1108/JIABR-08-2020-0258

Kasri, R. A., & Yuniar, A. M. (2021b). Determinants of digital zakat payments: Lessons from Indonesian experience. Journal of Islamic Accounting and Business Research, 12(3), 362–379. http://dx.doi.org/10.1108/JIABR-08-2020-0258

Kharisma, P., & Jayanto, P. Y. (2021). Faktor-faktor yang mempengaruhi minat menggunakan e-zakat dalam membayar zakat, infak, dan sedekah. AKSES: Jurnal Ekonomi Dan Bisnis, 16(1). http://dx.doi.org/10.31942/akses.v16i1.4471

Kock, N., & Lynn, G. (2012). Lateral collinearity and misleading results in variance-based SEM: An illustration and recommendations. Journal of the Association for Information Systems, 13(7), 546–580. http://dx.doi.org/10.17705/1jais.00302

Kurniaputri, M. R., Dwihapsari, R., Huda, N., & Rini, N. (2020). Intensi perilaku dan religiusitas generasi millenials terhadap keputusan pembayaran ZIS melalui platform digital. Jurnal Ekonomi Dan Bisnis (E-QIEN), 7(2). Retrieved from https://stiemuttaqien.ac.id/ojs/index.php/OJS/article/view/134/101

Li, Y.-Z., He, T.-L., Song, Y.-R., Yang, Z., & Zhou, R.-T. (2017). Factors impacting donors’ intention to donate to charitable crowd-funding projects in China: A UTAUT-based model. Information, Communication & Society. http://dx.doi.org/10.1080/1369118X.2017.1282530

Manrai, R., Goel, U., & Yadav, P. D. (2021). Factors affecting adoption of digital payments by semi-rural Indian women: Extension of UTAUT-2 with self-determination theory and perceived credibility. Aslib Journal of Information Management, 73(6). https://doi.org/10.1108/AJIM-12-2020-0396

Marpaung, F. K., Dewi, R. S., Grace, E., Sugiat, M., & Sudirman, A. (2021). Behavioral Stimulus for Using Bank Mestika Mobile Banking Services: UTAUT2 Model Perspective. Marketing Research Article. https://doi.org/10.52970/grmapb.v1i2.68

Merhi, M., Hone, K., & Tarhini, A. (2019). A cross-cultural study of the intention to use mobile banking between Lebanese and British consumers: Extending UTAUT2 with security, privacy and trust. Technology in Society. https://doi.org/10.1016/j.techsoc.2019.101151

Morosan, C., & De Franco, A. (2016). It’s about time: Revisiting UTAUT2 to examine consumers’ intentions to use NFC mobile payments in hotels. International Journal of Hospitality Management. https://doi.org/10.1016/j.ijhm.2015.11.003

Nguyen, T. T., Nguyen, H. T., Mai, H. T., & Minh, T. T. (2020). Determinants Of Digital Banking Services In Vietnam: Applying Utaut2 Model. Asian Economic and Financial Review, 10(6). https://doi.org/10.18488/journal.aefr.2020.106.680.697

Ninglasari, S. Y. (2021). Determinants of Online Zakat Intention amongst Muslim Millennials: An Integration of Technology Acceptance Model and Theory of Planned Behavior. Shirkah: Journal of Economics and Business, 6(2). http://dx.doi.org/10.22515/shirkah.v6i2.387

Odusanya, K., Aluko, O., & Lal, B. (2019). Understanding the Adoption and Use of E-tail Websites: An Empirical Analysis Based on the Revised UTAUT2 Model Using Risk and Trust Factors. Springer Nature Switzerland. https://doi.org/10.1007/978-3-030-20671-0_14

OJK. (2020). Teknologi Finansial—Pinjaman P2P. Retrieved from https://www.ojk.go.id/id/kanal/iknb/financial-technology/default.aspx

P., T., & Lysander Manohar, H. (2021). How a doer persuade a donor? Investigating the moderating effects of behavioral biases in donor acceptance of donation crowdfunding. Journal of Research in Interactive Marketing, 15(2), 243–266. https://doi.org/10.1108/JRIM-06-2019-0097

Penney, E. K., Agyei, J., Boadi, E. K., Abrokwah, E., & Ofori-Boafo, R. (2021). Understanding Factors That Influence Consumer Intention to Use Mobile Money Services: An Application of UTAUT2 With Perceived Risk and Trust. SAGE Open. https://doi.org/10.1177/21582440211023188

Pope, J., & Mohdali, N. (2010). The role of religiosity in tax morale and tax compliance. Australian Tax Forum, 25(4), 565-596. Retrieved from https://www.researchgate.net/publication/290920060_The_role_of_religiosity_in_tax_morale_and_tax_compliance/link/569c9b6d08aea1476954fc89/download

Purwanto, E., & Loisa, J. (2020). The Intention and Use Behaviour of the Mobile Banking System in indonesia: UTAUT Model. Technology Reports of Kansai University, 62(06). Retrieved from https://www.researchgate.net/publication/343230847

Rachmat, Baga, L. M., & Purnaningsih, N. (2020). Penghimpunan Dana Zakat Infak Sedekah Berdasarkan Intensi Perilaku Muslim Gen Y dalam Penggunaan Teknologi Digital Payment. AL-MUZARA’AH, 8(2). https://doi.org/10.29244/jam.8.2.95-108

Rachmawati, L. N., & Canggih, C. (2023). Determinants of Generation Z in Paying Zakat, Infaq, and Alms (ZIS) Online in the City of Surabaya. Jurnal Ekonomi Syariah Indonesia, XI1I(1), 1–13.

Ridzky, D., & Sarno, R. (2020). UTAUT2 model for analyzing factors influencing user in using Online Travel Agent. International Seminar on Application for Technology of Information and Communication. https://doi.org/10.1109/iSemantic50169.2020.9234258

Sakinah, K. (2019). Digitalisasi Zakat dan Tantangannya, Apa Saja? REPUBLIKA. ID. Retrieved from https://www.republika.co.id/berita/q0uw4q313/digitalisasi-zakat-dan-tantangannya-apa-saja

Samsudeen, S. N., Selvaratnam, G., & Mohamed, A. H. H. (2021). Intention to use mobile banking services: An Islamic banking customers’ perspective from Sri Lanka. Journal of Islamic Marketing, 13(2). http://dx.doi.org/10.1108/JIMA-05-2019-0108

Sankaran, R., & Chakraborty, S. (2021). Factors Impacting Mobile Banking in India: Empirical Approach Extending UTAUT2 with Perceived Value and Trust. IIM Kozhikode Society & Management Review. https://doi.org/10.1177/2320206820975219

Satrio, E., & Siswantoro, D. (2016). Analisis Faktor Pendapatan, Kepercayaan Dan Religiusitas Dalam Mempengaruhi Minat Muzakki Untuk Membayar Zakat Penghasilan Melalui Lembaga Amil Zakat. Simposium Nasional Akuntansi XIX, Lampung. Retrieved from http://lib.ibs.ac.id/materi/Prosiding/SNA%20XIX%20(19)%20Lampung%202016/makalah/083.pdf

Senyo, P., & Osabutey, E. L. C. (2020). Unearthing antecedents to financial inclusion through FinTech innovations. Technovation. https://doi.org/10.1016/j.technovation.2020.102155

Septiani, H. L. D., Sumarwan, U., Yuliati, L. N., & Kirbrandoko. (2020). Farmers’ Behavioral Intention to Adopt Peer-to-Peer Lending Using UTAUT2 Approach. Jurnal Manajemen & Agribisnis, 17(2). https://journal.ipb.ac.id/index.php/jmagr/article/view/32420

Sholihin, M., & Ratmono, D. (2020). Analisis SEM-PLS dengan WarpPLS 7.0 untuk hubungan Nonlinier dalam penelitian sosial dan Bisnis. Yogyakarta: Penerbit ANDI.

Singh, M., & Matsui, Y. (2017). How Long Tail and Trust Affect Online Shopping Behavior: An Extension to UTAUT2 Framework. Pacific Asia Journal of the Association for Information Systems, 9(4). https://doi.org/10.17705/1pais.09401

Soodan, V. & Rana, A. (2020). Modeling Customers' Intention to Use E-Wallet in a Developing Nation: Extending UTAUT2 With Security, Privacy and Savings. Journal of Electronic Commerce in Organizations (JECO), 18(1), 89-114. http://doi.org/10.4018/JECO.2020010105

Sugiyono. (2012). Penelitian Bisnis: Pendekatan Kuantitatif, Kualitataif, R&D. Alfabeta.

Sulaeman, & Ninglasari, S. Y. (2020a). An Empirical Examination of Factors Influencing the Behavioral Intention to Use Zakat-Based Crowdfunding Platform Model for Countering the Adverse Impact of COVID-19 on MSMEs in Indonesia. International Conference of Zakat, 203–218. https://doi.org/10.37706/iconz.2020.218

Sulaeman, & Ninglasari, S. Y. (2020b). Analysing the Behavioral Intention Factors in Using Zakat-Based Crowdfunding Platform in Indonesia: A Quantitative Study. International Journal of Zakat, 5(3). https://ijazbaznas.com/index.php/journal/article/view/267

Susilowati, A., Rianto, B., Wijaya, N., & Sanny, L. (2021). Effects of UTAUT 2 Model on the Use of BCA Mobile Banking in Indonesia. Turkish Journal of Computer and Mathematics Education, 12(3). https://turcomat.org/index.php/turkbilmat/article/view/2183

Suwari, L. F. (2022). Zakat digital sebagai modal optimalisasi pendistribusian zakat. Kumparan. Retrieved from https://kumparan.com/lalacitra-fitri-suwari/zakat-digital-sebagai-modal-optimalisasi-pendistribusian-zakat-1xmO9CvyPJc/full

Suyudi, T. (2021). Tidak perlu kuatir, menurut Baznas bayar zakat secara digital tetap sah. It.Works. Retrieved from https://www.itworks.id/39305/tidak-perlu-kuatir-menurut-baznas-bayar-zakat-secara-digital-tetap-sah.html

Syafira, F. N., Ratnasari, R. T., & Ismail, S. (2020). The effect of religiosity and trust on intention to pay in ziswaf collection through digital payments. JEBIS: Jurnal Ekonomi Dan Bisnis Islam, 6(1). Retrieved from https://e-journal.unair.ac.id/JEBIS

Syafitri, O. Y., Najla, Huda, N., & Rini, N. (2021). Tingkat religiusitas dan pendapatan: Analisis pengaruh terhadap keputusan membayar zakat, infaq dan shadaqah. Jurnal Ilmiah Ekonomi Islam, 7(01). Retrieved from http://www.jurnal.stie-aas.ac.id/index.php/jei/article/view/1915/984

Thaker, H. M. T., Pitchay, A. A., & Hussain, H. I. (2020). Behavioural intention and adoption of internet banking among clients of Islamic banks in Malaysia: An analysis using UTAUT2. Journal of Islamic Marketing. https://doi.org/10.1108/JIMA-11-2019-0228

Trisliatanto, D. A. (2020). Metodologi penelitian (Panduan lengkap penelitian dengan mudah). Yogyakarta: CV. Andi Offset.

Tseng, T. H., Lin, S., Wang, Y.-S., & Liu, H.-X. (2022). Investigating teachers’ adoption of MOOCs: the perspective of UTAUT2. Interactive Learning Environments, 30(4), 635-650. https://doi.org/10.1080/10494820.2019.1674888

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. https://doi.org/10.2307/30036540

Venkatesh, V., Thong, J. Y. L., & XinXu. (2012). Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1). https://doi.org/10.2307/41410412

Wang, H., Tao, D., Yu, N., & Qu, X. (2020). Understanding consumer acceptance of healthcare wearable devices: An integrated model of UTAUT and TTF. International Journal of Medical Informatics. https://doi.org/10.1016/j.ijmedinf.2020.104156

Wisesa, A. D., Kholid, M. N., & Hamdani, R. (2019). Factors influencing intention to donate through donation crowd-funding: Evidence from Indonesia. Society of Interdisciplinary Business Research, 8(5). Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3784229

Wu, R.-Z., Lee, J.-H., & Tian, X.-F. (2021). Determinants of the intention to use cross-border mobile payments in Korea among Chinese tourists: An integrated perspective of UTAUT2 with TTF and ITM. MDPI JTER. https://doi.org/10.3390/jtaer16050086

Yoga, I. M. S., & Triami, N. P. S. (2021). The online shopping behavior of Indonesian Generation X toward e-commerce. Journal of Economics, Business, and Accountancy Ventura, 23(3). Retrieved from https://journal.perbanas.ac.id/index.php/jebav/article/view/2455/pdf

Zakaria, S. A., Abdul-Majid, M., & Omar, N. A. (2021). The adoption of mobile banking in Islamic banks during COVID-19 pandemic. The International Islamic Economic System Conference. Retrieved from https://oarep.usim.edu.my/jspui/bitstream/123456789/13582/1/The%20Adoption%20of%20Mobile%20Banking%20in%20Islamic%20Banks%20during%20COVID-19%20Pandemic.pdf




DOI: http://dx.doi.org/10.22373/share.v12i2.15792

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