Sharia Financial Literacy and Riba-Based Digital Loan Interest: A PLS-SEM Mediation Analysis

Authors

  • Alfa Rohmatin Sekolah Tinggi Ilmu Tarbiyah Al – Azami Cianjur, Jawa Barat, Indonesia https://orcid.org/0009-0004-4152-1715
  • Sity Komalla Sekolah Tinggi Ilmu Tarbiyah Al – Azami Cianjur, Jawa Barat, Indonesia

DOI:

https://doi.org/10.55657/iefj.v5i1.342

Keywords:

Islamic Financial Literacy; Consumer Behavior; Usurious Online Loans; SEM-PLS; Literacy Paradox

Abstract

This study empirically analyzes the effect of Islamic financial literacy on university students' interest in using usurious online loans, while examining the mediating role of consumer behavior within this structural framework. This quantitative study used a classroom-based survey design with purposive sampling and involved 180 active Generation Z students at STIT Al-Azami Cianjur. Data were analyzed using Structural Equation Modeling-Partial Least Squares (SEM-PLS) in SmartPLS 4. The results reveal that Islamic financial literacy has a direct, positive, and significant effect on both consumer behavior and interest in usurious online loans. Conversely, consumer behavior has no significant effect on interest in usurious online loans and does not serve as a mediating variable, resulting in a no-mediation model. These findings provide novel empirical evidence on the literacy paradox phenomenon, in which mastering Islamic theoretical knowledge at the cognitive level increases students' perceived behavioral control and technical familiarity in navigating digital financing applications. Furthermore, the absence of a mediating role proves that borrowing decisions on non-Islamic platforms are not driven by wasteful habits or hedonistic lifestyles, but are instead triggered by direct cognitive calculations when facing financial fragility and emergency funding needs. The implications of this study call for a reorientation of financial education strategies in higher education, shifting from theoretical knowledge transfer to instilling self-control and building internal Islamic-based financial assistance ecosystems.

References

Adam, M., & Marliyah, M. (2023). Peran Generasi Milenial Terhadap Pemahaman dan Perkembangan Fintech syariah. JEKKP (Jurnal Ekonomi, Keuangan Dan Kebijakan Publik), 4(2), 37–43. https://doi.org/10.30743/jekkp.v4i2.6425

Aji, H. M., Berakon, I., Muafi, & Kholid, M. N. (2019). The Moderating Role of Knowledge about Riba on Intention to Use E-Money: Findings from Indonesia. 2019 IEEE 6th International Conference on Industrial Engineering and Applications (ICIEA), 588–593. https://doi.org/10.1109/IEA.2019.8714982

Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211.

Bhuvaneshwari, R., & K., V. (2025). Digital Financial Knowledge and Its Influence on Lending Application Adoption. Qubahan Academic Journal, 5(2), 322–338. https://doi.org/10.48161/qaj.v5n2a1683

Bu, D., Hanspal, T., Liao, Y., & Liu, Y. (2022). Cultivating Self-Control in FinTech: Evidence from a Field Experiment on Online Consumer Borrowing. Journal of Financial and Quantitative Analysis, 57(6), 2208–2250. Cambridge Core. https://doi.org/10.1017/S0022109021000314

Chin, W., & Marcoulides, G. (1998). The Partial Least Squares Approach to Structural Equation Modeling. Modern Methods for Business Research, 8.

Feryana, E., Sumiati, & Himmiyatul Amanah Jiwa Juwita. (2025). The Role of Financial Literacy, Risk Perception and Lifestyle to Influence Online Loan Decision. Jurnal Reviu Akuntansi Dan Keuangan, 15(3). https://doi.org/10.22219/jrak.v15i3.41566

Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(1), 39. https://doi.org/10.2307/3151312

Ghozali, I. (2015). Aplikasi Analisis Multivariate dengan Program IBM SPSS 23 (Edisi 3). Badan Penerbit Universitas Diponegoro.

Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook. Springer International Publishing. https://doi.org/10.1007/978-3-030-80519-7

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. https://doi.org/10.1007/s11747-014-0403-8

Kamil, I., Ariani, M., & Irawan, I. A. (2024). The influence of lifestyle and financial literacy on online paylater system and its impact on spending behavior. Journal of Economics and Business Letters, 4(2), 51–62. https://doi.org/10.55942/jebl.v4i2.285

Khan, M. (2007). Consumer behaviour. New Age International.

Kirana Khiba, F., Ady, S. U., & Faculty of Economics and Business, Dr. Soetomo University Surabaya, Indonesia. (2023). Financial Literacy, Risk Perceptions, and Consumptive Behavior on Interest in Using Online Loans. JOURNAL OF ECONOMICS, FINANCE AND MANAGEMENT STUDIES, 06(11). https://doi.org/10.47191/jefms/v6-i11-07

Lemeshow, S., Hosmer, D. W., Klar, J., & Lwanga, S. K. (1990). Adequacy of Sample Size in Health Studies. Wiley. https://books.google.co.id/books?id=gUBjQgAACAAJ

Louise, L., & Yanuar, Y. (2022). Pengaruh Covid-19 terhadap Pertumbuhan Fintech Pinjaman di Indonesia. Jurnal Manajemen Bisnis Dan Kewirausahaan, 6(3), 283. https://doi.org/10.24912/jmbk.v6i3.18660

Lusardi, A., & Mitchell, O. S. (2014). The Economic Importance of Financial Literacy: Theory and Evidence. Journal of Economic Literature, 52(1), 5–44. https://doi.org/10.1257/jel.52.1.5

Mahmud, M. D. B., Quilim, C. A., & Salmatia, S. (2024). ISLAMIC FINTECH LENDING DETERMINANTS USING ISLAMIC FINANCIAL LITERACY AS A MODERATION VARIABLE. Finansha: Journal of Sharia Financial Management, 5(1), 84–99. https://doi.org/10.15575/fjsfm.v5i1.33870

Respati, D. K., Widyastuti, U., Nuryati, T., Musyaffi, A. M., Handayani, B. D., & Ali, N. R. (2023). How do students’ digital financial literacy and financial confidence influence their financial behavior and financial well-being? Nurture, 17(2), 40–50. https://doi.org/10.55951/nurture.v17i2.154

Riwayati, H. E., Rachman, H. A., Pramesworo, S., Yustisia, N., Umar, H., & Siahaan, M. (2025). Unveiling the Dynamics of Financial Literacy and Inclusion in Women Digital Loan Decision Making. Aptisi Transactions on Technopreneurship (ATT), 7(3), 986–998. https://doi.org/10.34306/att.v7i3.788

Rohmania, A. S., Sholihah, E., & Nurhapsari, R. (2023). Developing Islamic financial literacy in improving Islamic financial behavior towards the financial well-being of MSMEs: The moderating effect of e-payment usage. Journal of Islamic Economics Lariba, 9(2), 293–310. https://doi.org/10.20885/jielariba.vol9.iss2.art2

Sa’adah, N. U. F., khati, lailatul, & Husodo, R. (2026). INKLUSI KEUANGAN DAN LITERATUR SYARIAH.

Slamet Riyanto, S. T. M. M., Winarti Setyorini, S. E. M. M., & Hani Atun Mumtahana, S. K. M. K. (2024). Metode Penelitian Kuantitatif dengan Pendekatan SmartPLS 4.0. Deepublish. https://books.google.co.id/books?id=7a0tEQAAQBAJ

Sumar’in, S., Ardi, P., Sumin, S., & Kusnadi, I. (2025). Empowering Loan Awareness: The Role of Sharī‘ah Financial Literacy, Blockchain, and Fintech Trust. Signifikan: Jurnal Ilmu Ekonomi, 14(1), 179–196. https://doi.org/10.15408/sjie.v14i1.44735

Tamara, D., Maharani, A., & Binus Business School Master Program, Bina Nusantara University, Jakarta, Indonesia. (2024). How Millennials Make Investment Decisions: Financial Literacy and Financial Behavior. Economics and Finance in Indonesia, 70(2), 132–146. https://doi.org/10.47291/efi.2024.09

Yuannisa, R. A., Rokan, M. K., & Batubara, M. (2025). The Effect Of Literacy, Financial Inclusion, Lifestyle, And Environment On The Rise Of Illegal Online Loans Through Easy Transactions Among The Community. Amkop Management Accounting Review (AMAR), 5(2), 1066–1084. https://doi.org/10.37531/amar.v5i2.3234

Downloads

Published

2026-08-16

How to Cite

Alfa Rohmatin, & Sity Komalla. (2026). Sharia Financial Literacy and Riba-Based Digital Loan Interest: A PLS-SEM Mediation Analysis. Islamic Economics and Finance Journal, 5(1), 40–59. https://doi.org/10.55657/iefj.v5i1.342

Similar Articles

1 2 3 4 > >> 

You may also start an advanced similarity search for this article.