Adoption of QRIS in MSME Marketing: The Influence of Digital Transformation, Financial Literacy, and Customer Trust on Marketing Performance
DOI:
https://doi.org/10.38035/dijemss.v8i1.6830Keywords:
MSMEs, Digital Transformation, Financial Literacy, Customer Trust, QRIS adoptionAbstract
This study aims to examine the role of Quick Response Code Indonesian Standard (QRIS) adoption as a mediating mechanism linking financial literacy, customer trust, and perceived ease of use to MSME digital transformation in ASEAN emerging economies. The study addresses a critical gap by positioning QRIS not merely as a transactional tool but as a strategic enabler of digital transformation and marketing performance. A cross-sectional survey was conducted involving 600 MSME owners across Indonesia, Malaysia, and Brunei Darussalam. Data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM) with bootstrapping procedures (5,000 resamples) to assess both direct and indirect effects. Measurement and structural models were evaluated using reliability, validity, and predictive relevance criteria. The findings provide actionable insights for policymakers and practitioners to enhance MSME digital transformation by strengthening financial literacy, building digital trust, and improving system usability. Financial literacy had the strongest direct effect on QRIS adoption (β=0.360, p<0.001), and QRIS adoption significantly explained 81.9% of the variance in MSME digital transformation (R²=0.819). QRIS adoption can be leveraged as a scalable digital infrastructure to promote financial inclusion, customer engagement, and marketing performance in emerging markets. This study contributes to the Decision Sciences literature by integrating multiple theory into a unified framework and by conceptualizing QRIS adoption as a mediating decision mechanism. It provides novel cross-country empirical evidence on how digital payment systems drive MSME digital transformation in ASEAN contexts.
References
Affandi, Y., Ridhwan, M. M., Trinugroho, I., & Hermawan Adiwibowo, D. (2024). Digital adoption, business performance, and financial literacy in ultra-micro, micro, and small enterprises in Indonesia. Research in International Business and Finance, 70, 102376. https://doi.org/https://doi.org/10.1016/j.ribaf.2024.102376
Almunawar, M. N., Islam, M. Z., & de Pablos, P. O. (2022). Digital Transformation Management. In Digital Transformation Management. https://doi.org/10.4324/9781003224532
Almunawar, M. N., Ordóñez de Pablos, P., & Anshari, M. (2023). Digital Transformation for Business and Society. In Digital Transformation for Business and Society. https://doi.org/10.4324/9781003441298
Anas, T., & Cahyawati, E. (2023). Strategic Investment Policies for Digital Transformation. Journal of Southeast Asian Economies, 40(1), 96–126.
Arndt, A. D., Ford, J. B., Babin, B. J., & Luong, V. (2022). Collecting samples from online services: How to use screeners to improve data quality. International Journal of Research in Marketing, 39(1), 117–133. https://doi.org/https://doi.org/10.1016/j.ijresmar.2021.05.001
Azizah, S. N., Suradi, Koeswinarno, Fakhruddin, M., & Yuliani, I. (2024a). The Influence of Digital Transformation in Speeding Up the Empowerment of the Muslim Women’s Economy to Improve the Performance of Micro, Small, and Medium Enterprises (MSMEs) in Ponorogo. In Contributions to Management Science: Part F3298. https://doi.org/10.1007/978-3-031-61778-2_5
Azizah, S. N., Suradi, Koeswinarno, Fakhruddin, M., & Yuliani, I. (2024b). The Influence of Digital Transformation in Speeding Up the Empowerment of the Muslim Women’s Economy to Improve the Performance of Micro, Small, and Medium Enterprises (MSMEs) in Ponorogo BT - Strategic Islamic Business and Management: Solutions for Sust (A. Rafiki, V. Ramadani, L.-P. Dana, & S. E. Hidayat, Eds.; pp. 71–107). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-61778-2_5
Behl, A., Gaur, J., Pereira, V., Yadav, R., & Laker, B. (2022). Role of big data analytics capabilities to improve sustainable competitive advantage of MSME service firms during COVID-19 – A multi-theoretical approach. Journal of Business Research, 148, 378–389. https://doi.org/https://doi.org/10.1016/j.jbusres.2022.05.009
Brenes, E. R., Ciravegna, L., & Pichardo, C. A. (2019). Managing institutional voids: A configurational approach to understanding high performance antecedents. Journal of Business Research, 105, 345–358. https://doi.org/https://doi.org/10.1016/j.jbusres.2018.03.022
Bryant, D., Yazejian, N., Jang, W., Kuhn, L., Hirschstein, M., Soliday Hong, S. L., Stein, A., Bingham, G., Carpenter, K., Cobo-Lewis, A., Encinger, A., Fender, J., Green, S., Greenfield, D., Jones Harden, B., Horm, D., Jackson, B., Jackson, T., Raikes, H., … Wilcox, J. (2023). Retention and turnover of teaching staff in a high-quality early childhood network. Early Childhood Research Quarterly, 65, 159–169. https://doi.org/https://doi.org/10.1016/j.ecresq.2023.06.002
Cahyasari, D., & Widyastuti, U. (2025). DIGITALIZATION OF MICRO-SIZED ENTERPRISES: DETERMINANTS OF QUICK RESPONSE CODE INDONESIAN STANDARD (QRIS), FINTECH USAGE BEHAVIOR, AND IMPLICATIONS FOR BUSINESS SUSTAINABILITY. ABAC Journal, 45(3), 114–137. https://doi.org/10.59865/abacj.2025.18
Creswell, J. W. (2014). Research design: qualitative, quantitative, and mixed-methods approaches, vol. 1 (1).
Davis, F. D. (1989a). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly: Management Information Systems, 13(3). https://doi.org/10.2307/249008
Davis, F. D. (1989b). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
Davis, J. L., Prescott, W. H., Svarc, J. L., & Wendt, K. J. (1989). Assessment of global positioning system measurements for studies of crustal deformation. Journal of Geophysical Research: Solid Earth, 94(B10), 13635–13650. https://doi.org/https://doi.org/10.1029/JB094iB10p13635
de Luna, I. R., Liébana-Cabanillas, F., Sánchez-Fernández, J., & Muñoz-Leiva, F. (2019). Mobile payment is not all the same: The adoption of mobile payment systems depending on the technology applied. Technological Forecasting and Social Change, 146, 931–944. https://doi.org/https://doi.org/10.1016/j.techfore.2018.09.018
Dwi Amperawati, E., Hartoko, S., & Dwianto, A. (2024). Exploring the Landscape of Digital Entrepreneurship among Disabled People: A Bibliometric Analysis. Qubahan Academic Journal, 4(3), 469–484. https://doi.org/10.48161/qaj.v4n3a918
Dwianto, A. (2025). Ethical Dynamics and Organizational Climate in Enhancing AI-based HRM Decision Making. APPLIED ACCOUNTING - PRACTITIONER EJOURNAL. https://doi.org/https://dx.doi.org/10.2139/ssrn.5385682
Dwianto, A., Qurrota A’yun, A., & Sabila, I. (2025a). Mobile AI Applications to Support QRIS Literacy and Financial Growth of Traditional Market SMEs. Journal Economic Business Innovation, 2(1). https://doi.org/10.69725/jebi.v2i1.234
Dwianto, A., Qurrota A’yun, A., & Sabila, I. (2025b). Mobile AI Applications to Support QRIS Literacy and Financial Growth of Traditional Market SMEs. Journal Economic Business Innovation, 2(1 SE-Articles), 77–96. https://doi.org/10.69725/jebi.v2i1.234
Ferdous, A. S., Akareem, H. S., Viswanathan, M., Hollebeek, L. D., & Ringer, A. (2024). Boosting app-based mobile financial services engagement in B2B subsistence marketplaces: The roles of marketing strategy and app design. Industrial Marketing Management, 119, 147–161. https://doi.org/https://doi.org/10.1016/j.indmarman.2024.04.014
Hair, J., & Alamer, A. (2022). Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/https://doi.org/10.1016/j.rmal.2022.100027
Hamzah Muchtar, E., Trianto, B., Maulana, I., Alim, M. N., Marasabessy, R. H., Hidayat, W., Junaedi, E., & Masrizal. (2024). Quick response code Indonesia standard (QRIS) E-payment adoption: customers perspective. Cogent Business & Management, 11(1), 2316044. https://doi.org/10.1080/23311975.2024.2316044
Hartanto, J. D., Choirunisyah, Z., Santoso, T. W., & Limantara, N. (2025). Analyzing the Factors Influencing QRIS Adoption and Its Impact on Purchase Decision. Proceedings - International Seminar on Intelligent Technology and Its Applications, ISITIA, (2025). https://doi.org/10.1109/ISITIA66279.2025.11137534
Helfat, C. E. (2011). Dynamic Capabilities and Strategic Management: Organizing for Innovation and Growth. By David J. Teece. R&D Management, 41(2). https://doi.org/10.1111/j.1467-9310.2011.00638.x
Herdiyeni, Y., Juanda, B., Zhafira, N., Anggraeni, L., & Probokawuryan, M. (2025). Machine-Learning-Based Assessment and Prediction of Digital Transformation Performance for MSMEs in Indonesia. International Journal of Information Technology and Decision Making. https://doi.org/10.1142/S0219622025500415
Hillary, H., Agatha, A., & Utama, I. D. (2024). Driving Digital Payment Adoption: Addressing Key Barriers for SMEs. 2024 9th International Conference on Informatics and Computing, ICIC 2024. https://doi.org/10.1109/ICIC64337.2024.10956355
Hussain, S. T., Lei, S., Akram, T., Haider, M. J., Hussain, S. H., & Ali, M. (2018). Kurt Lewin’s change model: A critical review of the role of leadership and employee involvement in organizational change. Journal of Innovation & Knowledge, 3(3), 123–127. https://doi.org/https://doi.org/10.1016/j.jik.2016.07.002
Jenkins, J. M., Duer, J. K., & Connors, M. (2021). Who participates in quality rating and improvement systems? Early Childhood Research Quarterly, 54, 219–227. https://doi.org/https://doi.org/10.1016/j.ecresq.2020.09.005
Kohli, A., Saini, M., Verma, C., & Kumar, V. (2025). Digital Transformation Framework for SMEs: Building Organizational Dynamic Capabilities. Lecture Notes in Electrical Engineering, 1421 LNEE. https://doi.org/10.1007/978-981-96-6034-6_31
Koskelainen, T., Kalmi, P., Scornavacca, E., & Vartiainen, T. (2023). Financial literacy in the digital age—A research agenda. Journal of Consumer Affairs, 57(1), 507–528. https://doi.org/https://doi.org/10.1111/joca.12510
Kumar, P., Chandra, A., Shivani, S., & Pillai, V. (2025). Evaluating the impact of digital and financial literacy on MSME performance. Journal of the International Council for Small Business, 6(2). https://doi.org/10.1080/26437015.2024.2405548
Kuswoyo, D. A., Gunawan, I. P., & Cassandra, C. (2024). The Influence of QRIS Payment Method Usage and Effectiveness Level on Small and Medium Enterprise (SME). ICECOS 2024 - 4th International Conference on Electrical Engineering and Computer Science, Proceeding, 228–233. https://doi.org/10.1109/ICECOS63900.2024.10791218
Marshall, Nancy L, Robeson, Wendy Wagner, & Roberts, Joanne. (2020). Integrating Intervention Approaches: Development and Initial Testing of an Early Childhood Education Intervention. Journal of Applied Social Science, 14(2), 178–194. https://doi.org/10.1177/1936724420947011
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995a). An Integrative Model Of Organizational Trust. Academy of Management Review, 20(3). https://doi.org/10.5465/amr.1995.9508080335
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995b). An Integrative Model of Organizational Trust. The Academy of Management Review, 20(3). https://doi.org/10.2307/258792
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995c). An Integrative Model Of Organizational Trust. Academy of Management Review, 20(3), 709–734. https://doi.org/10.5465/amr.1995.9508080335
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (2023). An Integrative Model of Organizational Trust. In Organizational Trust. https://doi.org/10.1093/oso/9780199288496.003.0004
Muhammad, A. S., Adalier, A., & Adeshola, I. (2025). Digital transformation in youth owned MSMEs: A mixed method exploration on the impact of contemporary social commerce on sustainable performance. Information Development. https://doi.org/10.1177/02666669251329908
Nguyen, N. G., Nguyen, N. K. D., & Nguyen, N. T. (2024). The Impact of Voluntary IFRS Application on Financial Repor ting Quality: The Moderating Effect of State Owner ship. Global Business and Finance Review, 29(11), 115–127. https://doi.org/10.17549/gbfr.2024.29.11.115
Purnama, P. A., Iqbal Maulana, F., Prasetyo Adi, P. D., Hamim, M., Cahyana, V. A., & Lestari, D. (2026). Perceived Value, Trust, and User Experience in Driving Digital Payment QRIS Adoption: Evidence from MSMEs in Malang. https://doi.org/10.1109/icimcis68501.2025.11327061
Putit, L., & Sahudin, Z. (2023). Towards Adopting Innovative Quick Response (QR)-Enabled Contactless Transaction Payment: The Malaysian MSMES’ Entrepreneurial Perspective in COVID-19 Setting BT - Open Innovation in Small Business: Creating Values for Sustainability (A. Rafiki, L.-P. Dana, & M. D. T. P. Nasution, Eds.; pp. 57–70). Springer Nature Singapore. https://doi.org/10.1007/978-981-99-5142-0_4
Sarstedt, M., Hair, J. F., Pick, M., Liengaard, B. D., Radomir, L., & Ringle, C. M. (2022). Progress in partial least squares structural equation modeling use in marketing research in the last decade. Psychology & Marketing, 39(5), 1035–1064. https://doi.org/https://doi.org/10.1002/mar.21640
Schmitt, S. A., Elicker, J. A., Purpura, D. J., Duncan, R. J., Schmerold, K. L., Budrevich, A., Bryant, L. M., & Finders, J. K. (2023). The effects of a high quality state-run preschool program as rated by a Quality Rating and Improvement System on children’s school readiness. Early Childhood Research Quarterly, 62, 89–101. https://doi.org/https://doi.org/10.1016/j.ecresq.2022.07.013
Schweidel, D. A., Bart, Y., Inman, J. J., Stephen, A. T., Libai, B., Andrews, M., Rosario, A. B., Chae, I., Chen, Z., Kupor, D., Longoni, C., & Thomaz, F. (2022). How consumer digital signals are reshaping the customer journey. Journal of the Academy of Marketing Science, 50(6), 1257–1276. https://doi.org/10.1007/s11747-022-00839-w
Setiawan, B., Pamungkas, B., Mekaniwati, A., & Kusuma, P. M. (2025). The strategic role of digital transformation, dynamic and agile capabilities for the performance of micro, small, and medium enterprises (MSMEs). Bottom Line, 38(2). https://doi.org/10.1108/BL-08-2024-0120
Shumayleh, F., Othman, R., & Waseem, S. (2024). Patient Safety and Health Workforce Training: Identifying Curriculum Gaps and Development Needs. Safety and Health for Medical Workers, 1(3 SE-Articles), 111–126. https://doi.org/10.69725/shmw.v1i3.152
Sulistyani, L. (2024). Financial Accounting Training and Assistance for Activity Management Units of the Community Empowerment Trust Fund. Community Service Research Innovation, 1(1 SE-Articles), 10–15. https://doi.org/10.5281/zenodo.11532382
Tarrant, K., & Huerta, L. A. (2015). Substantive or symbolic stars: Quality rating and improvement systems through a new institutional lens. Early Childhood Research Quarterly, 30, 327–338. https://doi.org/https://doi.org/10.1016/j.ecresq.2014.04.002
Teece, D. J. (2018). Business models and dynamic capabilities. Long Range Planning, 51(1), 40–49. https://doi.org/https://doi.org/10.1016/j.lrp.2017.06.007
Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic capabilities and strategic management. Strategic Management Journal, 18(7). https://doi.org/10.1002/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z
Trianto, B., Nik Azman, N. H., & Masrizal, M. (2023). E-payment adoption and utilization among micro-entrepreneurs: a comparative analysis between Indonesia and Malaysia. Journal of Science and Technology Policy Management, ahead-of-p(ahead-of-print). https://doi.org/10.1108/JSTPM-12-2022-0207
Trianto, B., Nik Azman, N. H., & Masrizal, M. (2025). E-payment adoption and utilization among micro-entrepreneurs: a comparative analysis between Indonesia and Malaysia. Journal of Science and Technology Policy Management, 16(2). https://doi.org/10.1108/JSTPM-12-2022-0207
Venkatesh, V., Brown, S. A., & Bala, H. (2013). Bridging the qualitative-quantitative divide: Guidelines for conducting mixed methods research in information systems. MIS Quarterly: Management Information Systems, 37(1). https://doi.org/10.25300/MISQ/2013/37.1.02
Venkatesh, V., Brown, S. A., Maruping, L. M., & Bala, H. (2008). Predicting Different Conceptualizations of System Use: The Competing Roles of Behavioral Intention, Facilitating Conditions, and Behavioral Expectation. MIS Quarterly, 32(3), 483–502. https://doi.org/10.2307/25148853
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
Weygandt, J. J., Kimmel, P. D., & Kieso, D. E. (2019). Financial accounting. John Wiley & Sons.
Yan, L.-Y., Tan, G. W.-H., Loh, X.-M., Hew, J.-J., & Ooi, K.-B. (2021). QR code and mobile payment: The disruptive forces in retail. Journal of Retailing and Consumer Services, 58, 102300. https://doi.org/https://doi.org/10.1016/j.jretconser.2020.102300
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