DIGITAL PAYMENT SYSTEMS AND THE PERFORMANCE OF SMALL AND MEDIUM ENTERPRISES: THE MEDIATING ROLE OF TRANSACTION EFFICIENCY IN FINANCIAL INCLUSION AND INCLUSIVE ECONOMIC GROWTH
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The diffusion of retail digital payment infrastructure has reorganised how small and medium enterprises collect revenue and settle obligations. Documented cash flow, yet firm-level evidence on whether this reorganisation improves enterprise outcomes remains divided among positive, insignificant, and negative direct associations. The mechanism connecting infrastructure to performance is rarely modelled explicitly. This study examines whether transaction efficiency mediates the relationship between the development of digital payment systems and the performance of small and medium enterprises. It quantifies how much of the total effect travels through that channel. The study employs a balanced country-year panel of 49 economies observed annually from 2004 to 2023, giving 980 observations, in which a digital payment systems index combines cashless transaction intensity, acceptance infrastructure and adult usage, a transaction efficiency index combines transfer cost, settlement time and fast-payment penetration, and enterprise performance is measured as the value added of small and medium enterprises as a share of gross domestic product; estimation uses two-way fixed effects with standard errors clustered by economy, a three-equation causal-steps design, the Sobel test and a 1,000-replication cluster bootstrap. The results show that digital payment development increases transaction efficiency by 0.305 points (p < 0.001) and that transaction efficiency increases enterprise value added by 0.337 percentage points (p < 0.001). At the same time, the total effect of 0.140 reduces to a direct effect of 0.037 once efficiency is controlled for. The findings indicate an indirect effect of 0.103 (Sobel z = 9.15; bootstrap 95% confidence interval 0.082 to 0.124) that accounts for 73.68 per cent of the total effect, and a mediated share that is larger in low- and lower-middle-income economies (0.097) than in upper-middle- and high-income economies (0.071).
JEL Classification Codes: M41, G21, G23, L25, L26, O16, O33.
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Aker, J. C., & Mbiti, I. M. (2010). Mobile phones and economic development in Africa. Journal of Economic Perspectives, 24(3), 207–232. https://doi.org/10.1257/jep.24.3.207
Aldaarmi, A. A. A. (2025). Digital transformation in SME financing in Saudi Arabia: Leveraging digital financial intermediation to overcome challenges, maximize benefits, and foster sectoral growth. International Journal of Innovative Research and Scientific Studies, 8(2), 517–530.
Al-Qudah, A. A., Al-Okaily, M., Shiyyab, F. S., Taha, A. A. D., Almajali, D. A., Masa’deh, R., & Warrad, L. H. (2024). Determinants of digital payment adoption among Generation Z: An empirical study. Journal of Risk and Financial Management, 17(11), 521. https://doi.org/10.3390/jrfm17110521
Amnas, M. B., Selvam, M., & Parayitam, S. (2024). FinTech and financial inclusion: Exploring the mediating role of digital financial literacy and the moderating influence of perceived regulatory support. Journal of Risk and Financial Management, 17(3), 108. https://doi.org/10.3390/jrfm17030108
Baker, H., Kaddumi, T. A., Nassar, M. D., & Muqattash, R. S. (2023). Impact of financial technology on improvement of banks’ financial performance. Journal of Risk and Financial Management, 16(4), 230. https://doi.org/10.3390/jrfm16040230
Bakrie, R. R., Suri, S. A., Sahara, A., & Pratama, V. H. (2024). Pengaruh kreativitas umkm serta kontribusinya di era digitalisasi terhadap perekonomian indonesia. Jurnal Ekonomi Dan Bisnis, 16(2), 82-88. https://doi.org/10.55049/jeb.v16i2.308
Banerjee, A., Duflo, E., Glennerster, R., & Kinnan, C. (2015). The miracle of microfinance? Evidence from a randomized evaluation. American Economic Journal: Applied Economics, 7(1), 22–53. https://doi.org/10.1257/app.20130533
Bapat, G., Mahindru, R., Kumar, A., Rroy, A. D., Bhoyar, S., & Vaz, S. (2023). Leveraging ChatGPT for empowering MSMEs: A paradigm shift in problem solving. Engineering Proceedings, 59(1), 197. https://doi.org/10.3390/engproc2023059197
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120. https://doi.org/10.1177/014920639101700108
Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182. https://doi.org/10.1037/0022-3514.51.6.1173
Bhattarai, B., Shrestha, R., Maharjan, S., Malla, S., & Shakya, S. (2023). Effectiveness of digital payments in the performance of Nepalese micro, small and medium enterprises (MSME). New Perspective Journal of Business and Economics, 6(1), 9–22. https://doi.org/10.3126/npjbe.v6i1.58868
Calderon, A. A. (2025). Digital payments and their role in enhancing financial transactions efficiency. International Journal of Economics and Financial Issues, 15(1), 182–189.
Cohen, M., & Nelson, C. (2011, November 14–17). Financial literacy: A step for clients towards financial inclusion [Commissioned workshop paper]. Global Microcredit Summit, Valladolid, Spain.
Damane, M., & Ho, S. Y. (2024). The impact of financial inclusion on financial stability: Review of theories and international evidence. Development Studies Research, 11(1), 2373459. https://doi.org/10.1080/21665095.2024.2373459
Darcy, C., Hill, J., McCabe, T. J., & McGovern, P. (2014). A consideration of organisational sustainability in the SME context: A resource-based view and composite model. European Journal of Training and Development, 38(5), 398–414. https://doi.org/10.1108/EJTD-10-2013-0108
Datta, R. (2024). Fintech-based financial inclusion in Bangladesh. International Journal of Finance & Banking Studies, 13(1), 1–16. https://doi.org/10.20525/ijfbs.v13i1.3227
Daud, I., Nurjannah, D., Mohyi, A., Ambarwati, T., Cahyono, Y., Haryoko, A. D. E., Handoko, A. L., Putra, R. S., Wijoyo, H., Ariyanto, A., & Jihadi, M. (2022). The effect of digital marketing, digital finance and digital payment on finance performance of Indonesian SMEs. International Journal of Data and Network Science, 6(1), 37–44. https://doi.org/10.5267/j.ijdns.2021.10.006
Demirgüç-Kunt, A., Klapper, L., Singer, D., Ansar, S., & Hess, J. (2018). The Global Findex Database 2017: Measuring financial inclusion and the fintech revolution. World Bank. https://doi.org/10.1596/978-1-4648-1259-0
Espeña, G. D., Libao, F. J. D., Comedia, V. J. G., De Luna, N. A. P. U., Nardo, G. J., & Dizon, R. O. (2022). Assessment of Philippine MSMEs’ shop floor automation level and barriers to their technology upgrading. In 2022 IEEE 14th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM). IEEE. https://doi.org/10.1109/HNICEM57413.2022.10109354
Febriansyah, A., Syafei, M. Y., Narimawati, U., Chochole, T., & Stakic, A. J. (2024). How important is financial inclusion for the performance of MSMEs? Australasian Accounting, Business and Finance Journal, 18(5), 53–66. https://doi.org/10.14453/aabfj.v18i5.04
Ferli, O., Gonardo, D., Dava, G. R., & Yasin, M. (2025). Cryptocurrency adoption enhances financial inclusion mediated by user satisfaction and perceived economic empowerment in Indonesia. Bangladesh Journal of Multidisciplinary Scientific Research, 10(5), 46–55. https://doi.org/10.46281/3scgym20
Fomum, T. A., & Opperman, P. (2023). Financial inclusion and performance of MSMEs in Eswatini. International Journal of Social Economics, 50(11), 1551–1567. https://doi.org/10.1108/IJSE-10-2020-0689
Frimpong, S. E., Agyapong, G., & Agyapong, D. (2022). Financial literacy, access to digital finance and performance of SMEs: Evidence from Central region of Ghana. Cogent Economics & Finance, 10(1), 2121356. https://doi.org/10.1080/23322039.2022.2121356
Gameti, D., & Morrish, S. (2025). Entrepreneurial orientation and SME growth: The mediating effect of product, process, and business model innovations. Journal of Research in Marketing and Entrepreneurship, 27(2), 232–254. https://doi.org/10.1108/JRME-02-2024-0035
Giang, N. T. P., Tan, T. D., Hung, L. H., & Duy, N. B. P. (2024). The adoption of electronic payments in online shopping: The mediating role of customer trust. International Journal of Advanced Computer Science and Applications, 15(9), 876–886. https://doi.org/10.14569/IJACSA.2024.0150990
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
Hanna, A., & Rajkumar, A. D. (2025). Unveiling the key performance indicators of small and medium-sized enterprises in the food industry: A comprehensive review. Bangladesh Journal of Multidisciplinary Scientific Research, 10(1), 22–33. https://doi.org/10.46281/bjmsr.v10i1.2284
Hasan, M., Jannah, M., Supatminingsih, T., Ahmad, M. I. S., Sangkala, M., Najib, M., & Elpisah. (2024). Understanding the role of financial literacy, entrepreneurial literacy, and digital economic literacy on entrepreneurial creativity and MSMEs success: A knowledge-based view perspective. Cogent Business & Management, 11(1), 2433708. https://doi.org/10.1080/23311975.2024.2433708
Hausman, J. A. (1978). Specification tests in econometrics. Econometrica, 46(6), 1251–1271. https://doi.org/10.2307/1913827
Higgins, S. (2024). Financial technology adoption: Network externalities of cashless payments in Mexico. American Economic Review, 114(11), 3469–3512. https://doi.org/10.1257/aer.20201952
Jack, W., & Suri, T. (2014). Risk sharing and transactions costs: Evidence from Kenya’s mobile money revolution. American Economic Review, 104(1), 183–223. https://doi.org/10.1257/aer.104.1.183
Kaddumi, T. A., Baker, H., Nassar, M. D., & Al-Kilani, Q. (2023). Does financial technology adoption influence bank’s financial performance: The case of Jordan. Journal of Risk and Financial Management, 16(9), 413. https://doi.org/10.3390/jrfm16090413
Katz, M. L., & Shapiro, C. (1985). Network externalities, competition, and compatibility. American Economic Review, 75(3), 424–440.
Labony, S. A., Haque, M. S., Rahman, F., Shahabuddin, A. M., & Sultana, T. (2024). The financial development, institutions, and poverty reduction: Empirical evidence from South Asian countries. Bangladesh Journal of Multidisciplinary Scientific Research, 9(1), 32–41. https://doi.org/10.46281/bjmsr.v9i1.2207
Laskar, S., Laskar, H. R., & Barbhuyan, M. N. I. (2024). Perception of women entrepreneurs regarding social media marketing. Bangladesh Journal of Multidisciplinary Scientific Research, 9(5), 10–18. https://doi.org/10.46281/bjmsr.v9i5.2252
Ledi, K. K., Ameza-Xemalordzo, E., Amoako, G. K., & Asamoah, B. (2023). Effect of QR code and mobile money on performance of SMEs in developing countries: The role of dynamic capabilities. Cogent Business & Management, 10(2), 2238977. https://doi.org/10.1080/23311975.2023.2238977
Lontchi, C. B., Yang, B., & Shuaib, K. M. (2023). Effect of financial technology on SMEs performance in Cameroon amid COVID-19 recovery: The mediating effect of financial literacy. Sustainability, 15(3), 2171. https://doi.org/10.3390/su15032171
Maskuri, M. F., Febriyanto, A., Baroroh, H., & Nurullaily, S. (2024). Factors affecting the sustainability of halal MSMEs in Yogyakarta: A study on literacy, digitalization, and fintech. Diponegoro Journal of Economics, 13(4), 37–56. https://doi.org/10.14710/djoe.47679
Miran, M., Evinita, L., & Pesak, P. J. (2025). Financial literacy as mediating factors affecting the financial performance of MSMEs in digital cities and special economic zones in 3T regions. Edelweiss Applied Science and Technology, 9(3), 801–816. https://doi.org/10.55214/25768484.v9i3.5320
Moreira, S., Mamede, H. S., & Santos, A. (2024). Business process automation in SMEs: A systematic literature review. IEEE Access, 12, 75832–75864. https://doi.org/10.1109/ACCESS.2024.3406548
Mundlak, Y. (1978). On the pooling of time series and cross section data. Econometrica, 46(1), 69–85. https://doi.org/10.2307/1913646
Musyaffi, A. M., Baxtishodovich, B. S., Johari, R. J., Wolor, C. W., Afriadi, B., & Muna, A. (2024). Can financial advantages and digital payments adoption provide effective solutions to improve SMEs’ performance? Montenegrin Journal of Economics, 20(2), 75–89. https://doi.org/10.14254/1800-5845/2024.20-2.7
Musyaffi, A. M., Gurendrawati, E., Afriadi, B., Oli, M. C., Widawati, Y., & Oktavia, R. (2022). Resistance of traditional SMEs in using digital payments: Development of innovation resistance theory. Human Behavior and Emerging Technologies, 2022, 7538042. https://doi.org/10.1155/2022/7538042
Nugraheni, P., Darma, E. S., & Muhammad, R. (2025). Adoption of digital technology and financial knowledge: Strategies for achieving sustainable performance of MSMEs. Journal of Risk and Financial Management, 18(11), 646. https://doi.org/10.3390/jrfm18110646
Nugraheni, P., & Muhammad, R. (2024). The optimisation of Qardhul Hasan management in Islamic banking: Enhancing its role in empowering the community. Journal of Enterprising Communities, 18(3), 469–486. https://doi.org/10.1108/JEC-08-2022-0113
Organisation for Economic Co-operation and Development (OECD). (2024). Financing SMEs and entrepreneurs 2024: An OECD scoreboard. OECD Publishing. https://doi.org/10.1787/fa521246-en
Oussouadi, K., & Cherkaoui, K. (2024). Survival dynamics of SMEs supported by credit guarantee schemes: Insights from Morocco. Banks and Bank Systems, 19(1), 86–98. https://doi.org/10.21511/bbs.19(1).2024.08
Pandey, L. K., Bhattacharjee, J., Singh, R., & Singh, A. (2024). Unravelling the determinants of social media payment platform (SMPP) usage: A qualitative study on user intentions and adoption. Bangladesh Journal of Multidisciplinary Scientific Research, 9(3), 33–41. https://doi.org/10.46281/bjmsr.v9i3.2231
Pratama, D., Nurwani, N., & Nasution, Y. S. J. (2023). The effect of understanding of financial literacy and ease of digital payment on the continuity of MSMEs in the digitalization era. Indonesian Interdisciplinary Journal of Sharia Economics, 6(2), 618–638.
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891. https://doi.org/10.3758/BRM.40.3.879
Purba, F. A., Nasution, H. M., Siregar, N. H., Lubis, S. N. T., & Wulandari, S. (2024). Peran sistem pembayaran digital dalam meningkatkan produktivitas usaha mikro, kecil, dan menengah (UMKM) di Kecamatan Medan Perjuangan [The role of digital payment systems in increasing the productivity of micro, small, and medium enterprises in Medan Perjuangan District]. Jurnal Ekonomi dan Bisnis, 7(2), 425. https://doi.org/10.37600/ekbi.v7i2.1879
Rahadjeng, E. R., Pratikto, H., Mukhlis, I., Restuningdiah, N., & Mala, I. K. (2023). The impact of financial literacy, financial technology, and financial inclusion on SME business performance in Malang Raya, Indonesia. Journal of Social Economics Research, 10(4), 146–160. https://doi.org/10.18488/35.v10i4.3509
Saputri, N. A. (2021). Readiness of SMEs on digital payment for business sustainability. Ekonomi, Keuangan, Investasi dan Syariah, 3(2), 140–144. https://doi.org/10.47065/ekuitas.v3i2.1079
Sari, Y. W., Nugroho, M., & Rahmiyati, N. (2023). The effect of financial knowledge, financial behavior and digital financial capabilities on financial inclusion, financial concern and performance in MSMEs in East Java. Uncertain Supply Chain Management, 11(4), 1745–1758. https://doi.org/10.5267/j.uscm.2023.6.016
Saskia, W., Ainil Putri, A., & Razak, L. (2023). The influence of financial inclusion, financial literacy and financial behavior on company performance in MSMEs in Makassar City. International Journal of Economic Research and Financial Accounting, 1(4), 146–156. https://doi.org/10.55227/ijerfa.v1i4.40
Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural equation models. Sociological Methodology, 13, 290–312. https://doi.org/10.2307/270723
Suri, T., & Jack, W. (2016). The long-run poverty and gender impacts of mobile money. Science, 354(6317), 1288–1292. https://doi.org/10.1126/science.aah5309
Thathsarani, U. S., & Jianguo, W. (2022). Do digital finance and the technology acceptance model strengthen financial inclusion and SME performance? Information, 13(8), 390. https://doi.org/10.3390/info13080390
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
Williamson, O. E. (1985). The economic institutions of capitalism: Firms, markets, relational contracting. Free Press.
Wiranatakusuma, D. B., & Latief, N. (2024). Analysis of switching behavior for using digital payment financial technology in Tumenggungan Market Kebumen, Central Java. Journal of Economics Research and Social Sciences, 8(1), 53–69. https://doi.org/10.18196/jerss.v8i1.20228
Zhao, X., Lynch, J. G., & Chen, Q. (2010). Reconsidering Baron and Kenny: Myths and truths about mediation analysis. Journal of Consumer Research, 37(2), 197–206. https://doi.org/10.1086/651257