The effect of attitude and subjective norm on intention to use and behavior to use QRIS with moderation of digital literacy of UNS students

  • Aulia Nur Arfani(1*)
    Department of Economic Education, Faculty of Teacher Training and Education, Sebelas Maret University
  • Khresna Bayu Sangka(2)
    Department of Economic Education, Faculty of Teacher Training and Education, Sebelas Maret University
  • (*) Corresponding Author
Keywords: Attitude, Subjective Norm, Intention to Use, Behavior to Use, Theory of Reasoned Action (TRA), Digital Literacy, QRIS

Abstract

This study investigates the influence of attitude and subjective norm on the intention to use and actual usage behaviour of QRIS, with digital literacy serving as a moderating variable among students at Sebelas Maret University. Grounded in behavioural intention and technology adoption perspectives, the research seeks to understand the factors shaping students’ adoption of digital payment systems within the rapidly expanding cashless economy in Indonesia. Employing a quantitative descriptive research design, primary data were collected through structured questionnaires distributed via Google Forms using a four-point Likert scale. The study involved 385 active university students from the 2025/2026 academic year who had prior experience using QRIS. Data analysis was conducted using Structural Equation Modeling (SEM) with SmartPLS. The findings demonstrate that attitude exerts a positive and significant influence on students’ intention to use QRIS, indicating that favourable perceptions toward digital payment systems increase adoption intention. Subjective norm was also found to positively and significantly influence intention to use, suggesting that social influence and peer recommendations play an important role in shaping technology adoption behaviour among students. Furthermore, intention to use significantly affects actual QRIS usage behaviour, confirming the importance of behavioural intention as a predictor of digital payment utilisation. The study also reveals that digital literacy significantly strengthens the relationship between intention to use and actual usage behaviour, highlighting the critical role of digital competencies in facilitating effective adoption of financial technology services. These findings contribute to the growing literature on digital payment adoption, financial technology behaviour, and digital literacy within higher education contexts in emerging economies.

Keywords: Attitude; Subjective Norm; Intention to Use; Behavior to Use; Theory of Reasoned Action (TRA); Digital Literacy ; QRIS

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References

Amron, M. T., Mohamad, M. A., & Noh, N. H. M. (2024). E-Wallet payment usage among young consumers using technology continuance theory. Information Management and Business Review, 16(2), 189–197.
https://doi.org/https://doi.org/10.22610/imbr.v16i2(I)S.3753

ASPI. (2024). Statistik QRIS. 08 Januari 2025. https://aspi-indonesia.or.id/statistik-QRis/

BPS Kota Surakarta. (2024). Jumlah Penduduk Menurut Kelompok Umur dan Jenis Kelamin (jiwa), 2023-2024. 08 Januari 2025. https://surakartakota.bps.go.id/id/statistics-table/2/MzE5IzI=/jumlahpenduduk-menurut-kelompok-umur-dan-jenis-kelamin--jiwa-.html

Chaveesuk, S., Khalid, B., & Chaiyasoonthorn, W. (2021). Digital payment system innovations: A marketing perspective on intention and actual use in the retail sector. Innovative Marketing, 17(3), 109–123.
https://doi.org/http://dx.doi.org/10.21511/im.17(3).2021.09

Chin, W. W. (1998). The partial least square approach to structural equation modeling. In Lawrence Elbaun Associates.

Cochran, W. G. (1977). Sampling Techniques, Third Edition. In John Wiley and Sons, Inc.

Ezeudoka, B. C., & Fan, M. (2024). Determinants of behavioral intentions to use an E-Pharmacy service: Insights from TAM theory and the moderating influence of technological literacy. Research in Social and Administrative Pharmacy, 20(7), 605–617. https://doi.org/10.1016/j.sapharm.2024.03.007

Farhan, A., & Shifa, A. W. (2023). Penggunaan metode pembayaran QRIS pada setiap UMKM di era digital. Jurnal Pengabdian Kepada Masyarakat Nusantara, 4(2), 1198–1206. https://doi.org/https://doi.org/10.55338/jpkmn.v4i2.1045

Garson, G. D. (2016). Partial least squares: Regression & Structural Equation Models. Statistical Publishing Associates.

Giri, S. R., & Ghimire, S. K. (2020). Factors affecting the adoption of digital payment systems. Journal of Innovations in Engineering Education, 3(1), 165–174. https://doi.org/10.3126/jiee.v3i1.34340

Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203

Kominfo. (2022). Status Literasi Digital di Indonesia 2022. 07 Januari 2025.
https://aptika.kominfo.go.id

Lau, A. E., & Kulsum, U. (2023). Becoming a cashless society: The role of QRIS from the Z-generation student’s perspective. Journal of Accounting and Strategic Finance, 6(1), 172–191. https://doi.org/https://doi.org/10.33005/jasf.v6i1.404

Nguyen, T. T., Tran, T. N. H., Do, T. H. M., Dinh, T. K. L., Nguyen, T. U. N., & Dang, T. M. K. (2024). Digital literacy, online security behaviors and e-payment intention. Journal of Open Innovation: Technology, Market, and Complexity, 10(2), 1–8. https://doi.org/https://doi.org/10.1016/j.joitmc.2024.100292

Nickerson, C. (2023). Theory of Reasoned Action (Fishbein and Ajzen, 1975). In Simply Psychology.

Nurdien, F. G., & Galuh, A. K. (2023). Pengaruh literasi keuangan dan literasi digital terhadap preferensi menggunakan QRIS BSI Mobile: Studi kasus gen z di Kota Malang. Islamic Economics and Finance in Focus, 2(4), 588–601. https://doi.org/http://dx.doi.org/10.21776/ieff.2023.02.04.02

Panjaitan, A. M., Sudibjo, N., & Meilani, C. P. (2023). Model theory of reasoned action with digital literacy as a supporting factor in digital-driven Indonesian MSMEs. International Journal of Enviromental, 4(6), 1898–1907.
https://doi.org/https://doi.org/10.38142/ijesss.v4i6.930

Paramita, E. D., & Cahyadi, E. R. (2024). The determinants of behavioral intention and use behavior of QRIS as digital payment method using extended UTAUT model. Indonesian Journal of Business and Entrepreneurship, 10(1), 132–145. https://doi.org/https://doi.org/10.17358/ijbe.10.1.132

Pasaribu, B. S., Herawati, A., Utomo, K. W., & Aji, R. H. S. (2022). Metodologi Penelitian Untuk Ekonomi dan Bisnis. In Media Edu Pustaka. https://repository.uinjkt.ac.id/dspace/bitstream/123456789/65013/1/Metodologi Penelitian.pdf

Peraturan Anggota Dewan Gubernur Nomor 21/18/PADG/2019 Tentang Implementasi Standar Nasional Quick Response Code untuk Pembayaran.

Pratama, G. W. (2023). Jumlah Merchant QRIS di Soloraya Capai 358.410, Solo Pengguna Terbanyak. 09 Januari 2025. https://bisnis.espos.id/jumlah-merchant-QRis-di-soloraya-capai-358-410-solo-pengguna-terbanyak-1535574.

Rahyana, M., & Abrianto, H. (2024). Pengaruh literasi digital , persepsi kemudahan penggunaan dan persepsi keamanan terhadap keputusan dalam menggunakan QRIS. Prosiding Seminar Nasional Akuntansi Dan Manajemen, 3, 1–7.

Restianto, Y. E., Suliyanto, Naufalin, L. R., Krisnaresanti, A., Dinanti, A., Iskandar, D., & Sugiyono. (2024). User experience and behavioral intention to use e-commerce: A study of digital literacy as a moderating variable. Journal of Governance and Regulation, 13(1), 8–17. https://doi.org/https://doi.org/10.22495/jgrv13i1art1

Rohman, A. N., Mukhsin, M., & Ganika, G. (2023). Penggunaan Technology Acceptance Model dalam analisis actual use penggunaan E-Commerce Tokopedia Indonesia. Jurnal Ekonomi Manajemen Akuntansi Keuangan
Bisnis Digital, 2(1), 25–36. https://doi.org/https://doi.org/10.58222/jemakbd.v2i1.150

Samento, A. de A., Eldon, M., Judijanto, L., & Amin, A. (2024). Strengthening the digital economy ecosystem in society: A literature review as a foundation for development strategis. Journal of Community Dedication, 4(3), 594–606. https://doi.org/https://adisampublisher.org/index.php/pkm/article/view/829

Sudirman, Kondolayuk, M. L., Cahaya, I. M. E., Astuti, N. L. S., Setiawan, J., Tandirerung, W. Y., & Rahmi, S. (2023). Metodologi penelitian 1. In Media Sains Indonesia.

Usman, B., Rianto, H., & Aujirapongpan, S. (2025). Digital payment adoption: A revisit on the theory of planned behavior among the young generation. International Journal of Information Management Data Insights, 5(1), 1-17.
https://doi.org/10.1016/j.jjimei.2025.100319

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), 452–478. https://doi.org/https://doi.org/10.2307/30036540

VISA. (2024). Budaya Cashless Marak di Indonesia Seiring Penggunaan Uang Tunai yang Terus Menurun. 09 Januari 2025.
https://www.visa.co.id/about-visa/newsroom/press-releases/nr-id-240319.html

Wulandari, E. A. (2024). Menganalisis sejarah perkembangan perekonomian. Jurnal Pendidikan Sejarah & Sejarah FKIP Universitas Jambi, 3(1), 1–9.

Yonata, H. (2024). The impact of using the QRIS feature on customer transactions. International Journal of Economic Literature, 2(6), 1854–1865.

Zanra, S. W., & Sufnirayanti, S. (2024). Pengaruh persepsi kemudahan, lingkungan sosial dan literasi keuangan terhadap minat penggunaan QRIS. Jurnal Akuntansi, Keuangan, Dan Manajemen, 5(3), 177–192.
https://doi.org/https://doi.org/10.35912/jakman.v5i3.3122

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Published
2026-07-01
How to Cite
Arfani, A., & Sangka, K. (2026). The effect of attitude and subjective norm on intention to use and behavior to use QRIS with moderation of digital literacy of UNS students. Journal of Management : Small and Medium Enterprises (SMEs), 19(2), 733-746. https://doi.org/10.35508/jom.v19i2.24354

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