Factors Affecting the Intention to Use Sharia FinTech: The Mediating Role of Islamic Financial Literacy

Authors

  • Hesniati Hesniati Universitas Internasional Batam, Batam, Indonesia
  • Aurelia Carissa Anindita Wiyono Universitas Internasional Batam, Batam, Indonesia
  • Yulfiswandi Yulfiswandi Universitas Internasional Batam, Batam, Indonesia

DOI:

https://doi.org/10.12928/jreksa.v13i2.16873

Keywords:

Sharia Fintech, Islamic Financial Literacy, Religiosity, Sharia Compliance, Perceived Trust, Perceived Risk

Abstract

The limited adoption of Sharia FinTech shows the need to better understand what influences users’ intention to use these services. r. Survey data were obtained from 339 individuals in Indonesia using purposive sampling. The data were examined using Partial Least Squares-Structural Equation Modelling (PLS-SEM). The findings show that perceived trust significantly affects intention, while religiosity, Sharia compliance, and perceived risk do not have significant direct effects. All four factors significantly affect Islamic financial literacy, which then positively affects intention. Islamic financial literacy shows indirect-only mediation for religiosity, Sharia compliance, and perceived risk, while perceived trust shows complementary mediation. Theoretically, this study extends the Theory of Planned Behavior by showing that Islamic financial literacy helps explain how users’ beliefs and perceptions influence adoption intention. Practically, the findings highlight the importance of strengthening user trust and Islamic financial understanding to support Sharia FinTech adoption.

References

Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T

Ajzen, I. (2020). The theory of planned behavior: Frequently asked questions. Human Behavior and Emerging Technologies, 2(4), 314–324. https://doi.org/10.1002/hbe2.195

Albort-Morant, G., Irimia-Diéguez, A., Yasin, M., & Liebana-Cabanillas, F. (2024). Predicting the intention to use Paytech services by Islamic banking users. International Journal of Islamic and Middle Eastern Finance and Management, 17(1), 1–15. https://doi.org/10.1108/IMEFM-07-2022-0298

Alfarizi, M., & Ngatindriatun, N. (2022). Indonesian Halal Msme Open Innovation With Islamic Fintech Adoption. Jurnal Akuntansi Dan Keuangan Indonesia, 19(2), 221–243. https://doi.org/10.21002/jaki.2022.11

Ali, M., Raza, S. A., Khamis, B., Puah, C.-H., & Amin, H. (2021). How Perceived Risk , Benefit and Trust Determine User Fintech Adoption: A New Dimension for Islamic Finance. Foresight, 23(4), 403–420. https://doi.org/10.1108/FS-09-2020-0095

Alrasyid, H., Rabbani, M. R., & Afifudin. (2023). Embracing the digital economy: Exploring the role of trust, perceived ease of use, and religiosity on intention to use Islamic peer-to-peer lending. JEMA: Jurnal Ilmiah Bidang Akuntansi Dan Manajemen, 20(2), 284–306. https://doi.org/10.31106/jema.v20i2.9097

Aminnuddin, N. A., & Amin, A. (2026). Theory of Planned Behavior versus Islamic Financial Literacy : Predicting Shari ’ ah-compliant banking adoption among Malay Muslims in Malaysia. Acta Psychologica, 264(February). https://doi.org/https://doi.org/10.1016/j.actpsy.2026.106558

Andespa, R., Yeni, Y. H., Fernando, Y., & Sari, D. K. (2023). A systematic review of customer Sharia compliance behaviour in Islamic banks : determinants and behavioural intention. Journal of Islamic Marketing, 15(4), 1013–1034. https://doi.org/10.1108/JIMA-06-2023-0181

Anis, I., & Sutarso, Y. (2025). The inclusion paradox: BNPL convenience and low financial literacy shape financial well-being. Jurnal Riset Akuntansi Dan Keuangan, 13(3), 753–770. https://doi.org/10.17509/jrak.v13i3.88966

Appiah, T., & Agblewornu, V. V. (2025). The interplay of perceived benefit, perceived risk, and trust in Fintech adoption: Insights from Sub-Saharan Africa. Heliyon, 11(2), e41992. https://doi.org/10.1016/j.heliyon.2025.e41992

Aulia, S. F., Alrasyid, H., & Hardaningtyas, R. T. (2026). Effects of Social Media Marketing , Fintech Knowledge , and Perceived Risk on Generation Z ’ s Intention to Use Islamic Fintech. Annual International Conference on Islamic Economics, 5(December), 415–429.

Bakri, M. H., Almansoori, K. K. S. M., & Azlan, N. S. M. (2023). Determinants intention usage of Islamic E-Wallet Among Millennials. Global Business and Finance Review, 28(1), 11–32. https://doi.org/10.17549/gbfr.2023.28.1.11

Chawla, U., Mohnot, R., Singh, H. V., & Banerjee, A. (2023). The Mediating Effect of Perceived Trust in the Adoption of Cutting-Edge Financial Technology among Digital Natives in the Post-COVID-19 Era. Economies, 11(12). https://doi.org/10.3390/economies11120286

Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Psychology Press, Taylor & Francis Group.

Darmansyah, Fianto, B. A., Hendratmi, A., & Aziz, P. F. (2021). Factors determining behavioral intentions to use Islamic financial technology: Three competing models. Journal of Islamic Marketing, 12(4), 794–812. https://doi.org/10.1108/JIMA-12-2019-0252

Dawood, H., Al Zadjali, D. F., Al Rawahi, M., Karim, D. S., & Hazik, D. M. (2022). Business trends & challenges in Islamic FinTech: A systematic literature review. F1000Research, 11, 1–26. https://doi.org/10.12688/f1000research.109400.1

Dawood, H. M., Liew, C. Y., & Lau, T. C. (2022). Mobile perceived trust mediation on the intention and adoption of FinTech innovations using mobile technology: A systematic literature review [ version 2 ; peer review : 2 approved ]. F1000Research, 1(1), 1–19. https://doi.org/10.12688/f1000research.74656.2

Devlin, J. F., Roy, S. K., Sekhon, H., Moin, S. M. A., & Sahiner, M. (2025). Trust and FinTech: A review and research agenda. Electronic Markets, 35(1). https://doi.org/10.1007/s12525-025-00803-w

Faiz, M. W., & Firmansyah, F. (2024). The moderating effect of religiosity on intention to use product financing. Asian Journal of Islamic Management (AJIM), 6(1), 50–62. https://doi.org/10.20885/ajim.vol6.iss1.art5

Hair, J. F., Hult, G. T., Ringle, C., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). In Sage.

Harahap, D., Afandi, A., & Siregar, T. M. (2023). the Islamic Banking Customers’ Intention To Use Digital Banking Services: an Indonesian Study. Journal of Islamic Monetary Economics and Finance, 9(3), 533–558. https://doi.org/10.21098/jimf.v9i3.1673

Hassan, M. S., Mai, N. H., Wahab, N. S. A., Amin, M. Bin, Hassan, M. M., & Oláh, J. (2025). Decentralized fintech platforms adoption intention in cyber risk environment among GenZ: A dual-method approach using PLS-SEM and necessary condition analysis. Computers in Human Behavior Reports, 18(February). https://doi.org/10.1016/j.chbr.2025.100687

Hendratmoko, H., Nadratuzzaman Hosen, M., & Muafi, M. (2024). Influence of sharia compliance on MSMEs’ intention to use Islamic crowdfunding in Indonesia. Jurnal Ekonomi & Keuangan Islam, 10(2), 277–295. https://doi.org/10.20885/jeki.vol10.iss2.art10

Hesniati, H., & Limgestu, R. (2023). Determinants of Intention To Use Islamic Fintech During Covid-19 Pandemic. EKUITAS (Jurnal Ekonomi Dan Keuangan), 7(4), 587–604. https://doi.org/10.24034/j25485024.y2023.v7.i4.5860

Hesniati, H., Phangestu, S. J., Marheni, D. K., & Arviano, H. (2025). Navigating Digital Credit : How Risky Indebtedness Behavior and Impulsive Buying Shape Buy-Now-Pay-Later Intention ? Journal of Theoretical and Applied Management, 18(3), 275–290. https://doi.org/https://doi.org/10.20473/jmtt.v18i3.77543

Irimia-Dieguez, A., Jarbou, S. I., Prieto-Rodrıguez, M., & Qasim, D. (2026). Deepening the mediating role of financial literacy and the cyclic effects in Paytech adoption in Jordan. International Journal of Bank Marketing, 44(7), 1395–1423. https://doi.org/10.1108/IJBM-01-2025-0047

Johari, M., Supiandi, S., & Loreño, D. T. (2025). Sharia Meets Digital Finance : How Innovativeness and TAM Constructs Influence Islamic Fintech Adoption. Journal of STI Policy and Management, 10(1), 56–71. https://doi.org/10.14203/STIPM.2024.415

Kang, H. (2021). Sample size determination and power analysis using the G*Power software. Journal of Educational Evaluation for Health Professions, 18, 1–12. https://doi.org/10.3352/JEEHP.2021.18.17

Khan, M. S., Rabbani, M. R., Hawaldar, I. T., & Bashar, A. (2022). Determinants of Behavioral Intentions to Use Islamic Financial Technology: An Empirical Assessment. Risks, 10(6). https://doi.org/10.3390/risks10060114

Khuc, A. T., Nguyen, P. T. H., Nguyen, M. C., & Le, H. T. (2025). Perceived risks of financial misconduct and fintech in crowdfunding of Vietnamese individual investors. Emerging Markets Review, 64(October 2023), 101229. https://doi.org/10.1016/j.ememar.2024.101229

Kock, N. (2015). Common method bias in PLS-SEM: A full collinearity assessment approach. In International Journal of e-Collaboration (Vol. 11, Issue 4).

LSEG. (2025). ICD - LSEG Islamic Finance Development Report 2025. https://www.lseg.com/en/data-analytics/islamic-finance/islamic-market-intelligence/islamic-finance-development-report-2025

Mahdzan, N. S., & Zainudin, R. (2024). Does Islamic fi nancial literacy and motives in fl uence the holdings of Islamic fi nancial products ? A study on bank customers in Klang Valley , Malaysia. 15(9), 2286–2309. https://doi.org/10.1108/JIMA-05-2022-0158

Mahmoud, M. A., Ma, M. M., & Abdullahi, M. S. (2025). Factors in fl uencing the Islamic Fintech acceptance : moderating role of Islamic fi nancial literacy. Journal of Islamic Accounting and Business Research. https://doi.org/10.1108/JIABR-08-2024-0322

Majid, R. (2021). The Role of Religiosity in Explaining the Intention to use Islamic FinTech Among MSME Actors. International Journal of Islamic Economics and Finance (IJIEF), 4(2), 207–232. https://doi.org/10.18196/ijief.v4i2.11833

Majid, R. (2024). Islamic FinTech and MSMEs: The Role of Religiosity and Product Knowledge. Al-Muzara’Ah, 12(2), 321–335. https://doi.org/10.29244/jam.12.2.321-335

Majid, R., & Nugraha, R. A. (2022). Crowdfunding and Islamic Securities: the Role of Financial Literacy. Journal of Islamic Monetary Economics and Finance, 8(1), 89–112. https://doi.org/10.21098/jimf.v8i1.1420

Maniam, S. (2024). Determinants of Islamic fi ntech adoption : a systematic literature review. Journal of Islamic Marketing, 15(11), 2916–2936. https://doi.org/10.1108/JIMA-11-2023-0373

Md Husin, M., Aziz, S., & Bhatti, T. (2023). The impact of brand familiarity, perceived trust and attitude on investors’ decision-making in Islamic stock market. Journal of Islamic Marketing, 14(8), 2009–2026. https://doi.org/10.1108/JIMA-04-2020-0093

Mulyadi, M., Oktrivina, A., Hendryadi, H., & Hendratni, T. W. (2023). The Islamic Religiosity And Financial Well-Being: A Moderated Mediation Model Of Financial Behavior And Literacy. Jurnal Reviu Akuntansi Dan Keuangan, 13(2), 249–268. https://doi.org/10.22219/jrak.v13i2.26790

Nurfadilah, D., & Samidi, S. (2021). How the Covid-19 Crisis Is Affecting Customers’ Intention To Use Islamic Fintech Services: Evidence From Indonesia. Journal of Islamic Monetary Economics and Finance, 7(1), 83–114. https://doi.org/10.21098/jimf.v7i0.1318

Osman, I., Faigah, S., Alwi, S., & Rehman, M. A. (2024). The dilemma of millennial Muslims towards fi nancial management : an Islamic fi nancial literacy perspective. 15(1), 59–78. https://doi.org/10.1108/JIMA-09-2021-0283

Otoritas Jasa Keuangan. (2025). Indeks Literasi dan Inklusi Keuangan Masyarakat. In Otoritas Jasa Keuangan dan Badan Pusat Statistik. https://www.ojk.go.id/id/berita-dan-kegiatan/siaran-pers/Pages/OJK-dan-BPS-Umumkan-Hasil-Survei-Nasional-Literasi-Dan-Inklusi-Keuangan-SNLIK-Tahun-2025.aspx?utm_source=chatgpt.com

Projo, N. W. K., Usman, H., Chairy, C., & Haque, M. G. (2022). The exploration role of Sharia compliance in technology acceptance model for e-banking (case: Islamic bank in Indonesia). Journal of Islamic Marketing, 13(5), 1089–1110. https://doi.org/10.1108/JIMA-08-2020-0230

Qudah, H., Malahim, S., Airout, R., Alomari, M., Hamour, A. A., & Alqudah, M. (2023). Islamic Finance in the Era of Financial Technology: A Bibliometric Review of Future Trends. International Journal of Financial Studies, 11(2). https://doi.org/10.3390/ijfs11020076

Rahayu, R. (2024). Examining the role of family and social factors on Islamic fi nancial literacy : evidence from Indonesia. 15(9), 2165–2180. https://doi.org/10.1108/JIMA-07-2023-0213

Razak, M. I. A., Dali, N. A. M., Dhillon, G., & Manaf, A. W. A. (2020). SOCIAL SCIENCES & HUMANITIES Fintech In Malaysia : An Appraisal to the Need of Shariah- Compliant Regulation. Pertanika, 28(4), 3223–3233.

Shah, N., Bhatti, M. K., Anwar, S., & Soomro, B. A. (2023). Intention to adopt Islamic finance through the mediation of attitudes towards Islamic finance. Journal of Islamic Accounting and Business Research, 14(6), 931–951. https://doi.org/10.1108/JIABR-08-2022-0205

Siyal, S., Ahmad, R., & Ali, S. (2024). Debt trap dynamics : The moderating role of convenience , financial literacy , and religiosity in credit card usage. Journal of Open Innovation : Technology, Market, and Complexity, 10(September). https://doi.org/https://doi.org/10.1016/j.joitmc.2024.100392

Sutarso, Y. (2022). The Role of Islamic Religiosity on the Relationship Between Risk, Trust, and Intention to Use Digital Payments During the COVID-19 Pandemic. International Journal of Islamic Economics and Finance (IJIEF), 5(2), 177–200. https://doi.org/10.18196/ijief.v5i2.13990

Touti, N., & Taïb, A. A. (2024). Research Status and Prospects of Shariah Compliance Impact on Firm Risk, Performance and Resilience. Journal of Islamic Monetary Economics and Finance, 10(4), 679–708. https://doi.org/10.21098/jimf.v10i4.2152

Wulandari, P., Sulung, L. A. K., Yuliati, E., Chalid, D. A., & Kassim, S. (2025). Rational vs religious: which is more important for ultra­micro SMEs when dealing with financial institutions? Journal of Islamic Marketing, January. https://doi.org/10.1108/JIMA-05-2024-0194

Yulfiswandi, Y., Licca, V., & Hesniati, H. (2026). Faith and Finance : How Religiosity Shapes Islamic Fintech Adoption in Indonesia. REKSA: Rekayasa Keuangan, Syariah, Dan Audit, 13(1), 102–125. https://doi.org/10.12928/jreksa.v13i1.14680

Yusfiarto, R. (2022). Examining Islamic capital market adoption from a socio-psychological perspective and Islamic fi nancial literacy. Journal of Islamic Accounting and Business Research, 14(4), 574–594. https://doi.org/10.1108/JIABR-02-2022-0037

Zhao, H., & Khaliq, N. (2024). In quest of perceived risk determinants affecting intention to use fintech : Moderating effects of situational factors. Technological Forecasting & Social Change, 207(3), 1–14. https://doi.org/10.1016/j.techfore.2024.123599

Zhao, H., Khaliq, N., Li, C., & Ur, F. (2024). Exploring trust determinants influencing the intention to use fintech via SEM approach : Evidence from Pakistan. Heliyon, 10(August 2023). https://doi.org/10.1016/j.heliyon.2024.e29716

Published

2025-09-30

How to Cite

Hesniati, H., Wiyono, A. C. A., & Yulfiswandi, Y. (2025). Factors Affecting the Intention to Use Sharia FinTech: The Mediating Role of Islamic Financial Literacy. Jurnal REKSA: Rekayasa Keuangan, Syariah Dan Audit, 13(2). https://doi.org/10.12928/jreksa.v13i2.16873

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