Abstract
This study investigates the factors influencing the financial performance of Micro, Small, and Medium Enterprises (MSMEs) in Indonesia's 3T regions—lagging (tertinggal), frontier (terdepan), and outermost (terluar)—with financial literacy positioned as a moderating variable. Despite playing a crucial role in driving local economic growth, MSMEs in 3T areas face persistent challenges such as limited market access, inadequate infrastructure, and a shortage of skilled human resources. The study focuses on internal perspective factors, the use of accounting applications, and marketplace platforms as potential determinants of financial performance. Using a quantitative approach, a survey was conducted among MSME actors in Bitung City, a designated 3T area. The data were analyzed using SmartPLS regression. The findings indicate that accounting applications alone do not significantly enhance financial performance without sufficient financial literacy. Conversely, marketplace utilization substantially improves performance by expanding market reach and boosting sales. Internal perspectives show limited influence unless supported by training or external assistance. Although financial literacy does not statistically moderate the relationships tested, practical experience emerges as a critical component. The study underscores the importance of combining digital tools, experiential learning, and institutional support to strengthen the financial performance of MSMEs in remote and underserved regions.
References
Abu-Taieh, E. M., AlHadid, I., Abu-Tayeh, S., Masa’deh, R., Alkhawaldeh, R. S., Khwaldeh, S., & Alrowwad, A. (2022). Continued Intention to Use of M-Banking in Jordan by Integrating UTAUT, TPB, TAM and Service Quality with ML. Journal of Open Innovation: Technology, Market, and Complexity, 8(3), 120. https://doi.org/10.3390/joitmc8030120
Adiputra, I. P. P., Suardhika, I. N., & Yuesti, A. (2023). The Model of Competitive Advantage for Increasing Business Performance in Small and Medium Industries of Woven Fabric (Endek) in Bali Province. International Journal of Applied Business and International Management, 8(1), 14–28. https://doi.org/10.32535/ijabim.v8i1.1858
Afandi, M. Y. (2023). Analyzing the Impact of Digital Transformation in Islamic Philanthropy using Utaut Model. Afkaruna: Indonesian Interdisciplinary Journal of Islamic Studies, 19(2), 317–337. https://doi.org/10.18196/afkaruna.v19i2.16086
Al-shami, S. A., Damayanti, R., Adil, H., Farhi, F., & Al mamun, A. (2024). Financial and digital financial literacy through social media use towards financial inclusion among batik small enterprises in Indonesia. Heliyon, 10(15), e34902. https://doi.org/10.1016/j.heliyon.2024.e34902
Apriono, M., Fadah, I., Wardayanti, S. M., Niken, R., Aprillianto, B., Wahyuni, N. I., & Awwaliyah, I. (2023). The Effect of Financial Performance and Environmental Sensitivity on ESG Disclosure: Empirical Study in Agroindustrial Sector. International Journal of Applied Business and International Management, 8(3), 361–375. https://doi.org/10.32535/ijabim.v8i3.2531
Ariyanti, L. (2023). Kebijakan Pemerintah Dalam Pemberdayaan UMKM. KPPN Cirebon. https://djpb.kemenkeu.go.id/kppn/cirebon/id/data-publikasi/berita-terbaru/2852-kebijakan-pemerintah-dalam-pemberdayaan-umkm.html
Audretsch, D. B., Belitski, M., Caiazza, R., & Phan, P. (2023). Collaboration strategies and SME innovation performance. Journal of Business Research, 164, 114018. https://doi.org/10.1016/j.jbusres.2023.114018
Barrutia, J. M., & Echebarria, C. (2015). Resource-based view of sustainability engagement. Global Environmental Change, 34, 70–82. https://doi.org/10.1016/j.gloenvcha.2015.06.009
Cano, J. A., Londoño-Pineda, A. A., Campo, E. A., & Fernández, S. A. (2023). Sustainable business models of e-marketplaces: An analysis from the consumer perspective. Journal of Open Innovation: Technology, Market, and Complexity, 9(3). https://doi.org/10.1016/j.joitmc.2023.100121
Chaffey, D., Ellis-Chadwick, F., & Mayer, R. (2009). Internet marketing: strategy, implementation and practice. Pearson Education.
Das, S. (2019). NHRD Paper on ‘Decoding Strategic HR.’ NHRD Network Journal, 12(3), 232–240. https://doi.org/10.1177/2631454119873183
Davcik, N. S., & Sharma, P. (2016). Marketing resources, performance, and competitive advantage: A review and future research directions. Journal of Business Research, 69(12), 5547–5552. https://doi.org/10.1016/j.jbusres.2016.04.169
Davis, F. A. (1989). The Technology Acceptance Model. In Inter-Organizational Information Systems and Business Management (pp. 1–36). https://doi.org/10.4018/978-1-60960-768-5.ch015
Day, G. S., & Wensley, R. (1988). Assessing Advantage: A Framework for Diagnosing Competitive Superiority. Journal of Marketing, 52(2), 1–20. https://doi.org/10.1177/002224298805200201
Diéguez-Soto, J., Martínez-Romero, M. J., Corten, M., & Michiels, A. (2022). The impact of the CEO’s financial literacy on family SMEs’ growth: the moderating role of generational stage. Baltic Journal of Management, 17(1), 89–106. https://doi.org/10.1108/BJM-01-2021-0003
Endiana, I. D. M., Dicriyani, N. L. G. M., Adiyadnya, M. S. P., & Putra, I. P. M. J. S. (2020). The Effect of Green Accounting on Corporate Sustainability and Financial Performance. The Journal of Asian Finance, Economics and Business, 7(12), 731–738. https://doi.org/10.13106/jafeb.2020.vol7.no12.731
Ferdinandus, S. J., Reniati, R., & Parera, H. T. (2022). Analysis of Financial Performance Based on the Balanced Scorecard Method Before and During Covid-19 Pandemic At Pt. Bank Tabungan Negara, Tbk. Integrated Journal of Business and Economics, 6(3), 270. https://doi.org/10.33019/ijbe.v6i3.539
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/10.1016/j.indmarman.2024.04.014
Frijns, B., Gilbert, A., & Tourani-Rad, A. (2014). Learning by doing: the role of financial experience in financial literacy. Journal of Public Policy, 34(1), 123–154. https://doi.org/10.1017/S0143814X13000275
German Ruiz-Herrera, L., Valencia-Arias, A., Gallegos, A., Benjumea-Arias, M., & Flores-Siapo, E. (2023). Technology acceptance factors of e-commerce among young people: An integration of the technology acceptance model and theory of planned behavior. Heliyon, 9(6), e16418. https://doi.org/10.1016/j.heliyon.2023.e16418
Harahap, R. S. (2021). The Competitive Advantage Analysis of PT Halliburton Indonesia By Using Resource Based View. JESI (Jurnal Ekonomi Syariah Indonesia), 11(2), 124. https://doi.org/10.21927/jesi.2021.11(2).124-130
Hastuti, P., Nurofik, A., Purnomo, A., Hasibuan, A., Aribowo, H., Faried, A. I., Tasnim, Sudarso, A., Soetijono, I. K., Saputa, D. H., & Simarmata, J. (2020). Kewirausahaan dan UMKM. Yayasan Kita Menulis.
Hendi, Basri, Y. Z., & Arafah, W. (2022). Analysis of Improving Competitive Advantage for Startup Business in Indonesia. International Journal of Economics, Business and Management Research, 06(02), 223–231. https://doi.org/10.51505/ijebmr.2022.6216
Hunt, S. D., & Madhavaram, S. (2020). Adaptive marketing capabilities, dynamic capabilities, and renewal competences: The “outside vs. inside” and “static vs. dynamic” controversies in strategy. Industrial Marketing Management, 89, 129–139. https://doi.org/10.1016/j.indmarman.2019.07.004
Jalil, M. F., Ali, A., & Kamarulzaman, R. (2022). Does innovation capability improve SME performance in Malaysia? The mediating effect of technology adoption. International Journal of Entrepreneurship and Innovation, 23(4), 253–267. https://doi.org/10.1177/14657503211048967
Jung, S., Soo, O., Kim, W., Jung, S., Soo, O., Kim, W., Chong, W. K., Shafaghi, M., Woollaston, C., Lui, V., Stockdale, R., & Standing, C. (2011). The effect of B2B e-marketplace type on buyer-supplier relational advantages of e- marketplace and firm performance. Asian Journal on Quality, 189–202. https://doi.org/http://dx.doi.org/10.1108/15982681111158742
Kamaruddin, M. I. H., & Auzair, S. M. (2023). The impact of financial management practices on accountability of Islamic social enterprise (ISE). International Journal of Islamic and Middle Eastern Finance and Management, 16(4), 669–686. https://doi.org/10.1108/IMEFM-05-2021-0184
Kusumastuti, R., Kasim, A., & Hardjosoekarto, S. (2018). Strategic Ambidexterity Learning of Innovation Activities: A Study of Indonesian Business Group Leader. Policy & Governance Review, 2(1), 70. https://doi.org/10.30589/pgr.v2i1.70
Lee, C. B. P., & Wan, G. (2010). Including Subjective Norm and Technology Trust in the Technology Acceptance Model: A Case of E-Ticketing in China. Data Base for Advances in Information Systems, 41(4), 40–51. https://doi.org/10.1145/1899639.1899642
Li, J., Wang, H., & Soh, W. (2024). Digital transformation, financial literacy and rural household entrepreneurship. Finance Research Letters, 62. https://doi.org/https://doi.org/10.1016/j.frl.2024.105171
Mabula, J. B., & Ping, H. D. (2018). Financial literacy of SME managers’ on access to finance and performance: The mediating role of financial service utilization. International Journal of Advanced Computer Science and Applications, 9(9), 32–41. https://doi.org/10.14569/ijacsa.2018.090905
Mazzoli, C., Ferretti, R., & Filotto, U. (2024). Financial literacy and financial advice seeking: Does product specificity matter? Quarterly Review of Economics and Finance, 95, 98–110. https://doi.org/10.1016/j.qref.2024.03.012
Menon, D., & Shilpa, K. (2023). “Chatting with ChatGPT”: Analyzing the factors influencing users’ intention to Use the Open AI’s ChatGPT using the UTAUT model. Heliyon, 9(11), e20962. https://doi.org/10.1016/j.heliyon.2023.e20962
Meyer, R. J. . (2007). Mapping the Mind of the Strategist: A Quantitative Methodology for Measuring the Strategic Beliefs of Executives. Erasmus University Rotterdam , Erasmus Research Institute of Management.
Mughni Al Hakim, I. S., Jihadi, M., & Warsono. (2023). The Effect of Financial Literacy and Financial Behavior on Religiusity Moderated by Investment Decisions. Jamanika (Jurnal Manajemen Bisnis Dan Kewirausahaan), 3(02), 186–195. https://doi.org/10.22219/jamanika.v3i02.27365
Nandya, E., Hidayat, A. M., & Silvianita, A. (2024). The Influence of Competitive Strategy on Export Performance Through Competitive Advantage with Firm Age Moderation in the Indonesian Export Channel ( IEC ) Community of MSMEs. 9(3), 365–383.
Nguyen, P. N. D., Mai, K. N., & Le, T. H. (2023). Strategic perspectives, creativity, and financial performance in Vietnamese SMEs. Heliyon, 9(9), e20354. https://doi.org/10.1016/j.heliyon.2023.e20354
Park, N. K., Mezias, J. M., & Song, J. (2004). A resource-based view of strategic alliances and firm value in the electronic martketplace. Journal of Management, 30(1), 7–27. https://doi.org/10.1016/j.jm.2002.11.001
Pesak, P. J., Sondakh, J. J., & Gamaliel, H. (2019). Faktor-Faktor yang Mempengaruhi Penggunaan Sistem E-audit Pada Badan Pemeriksa Keuangan Republik Indonesia Perwakilan Provinsi Sulawesi Utara. Jurnal Riset Akuntansi Dan Auditing “Goodwill,” 10(2), 170. https://doi.org/10.35800/jjs.v10i2.26378
Puspitasari, I., Rusydi, F., Nuzulita, N., & Hsiao, C. S. (2023). Investigating the role of utilitarian and hedonic goals in characterizing customer loyalty in E-marketplaces. Heliyon, 9(8), e19193. https://doi.org/10.1016/j.heliyon.2023.e19193
Rahmah Fadillah, I., Nadiyah, N., Rohmah, L., Haryadi, D., & Wahyudi, W. (2024). Profitability ratio analysis to assess the financial performance. International Journal of Applied Finance and Business Studies, 11(4), 964–969. https://doi.org/10.35335/ijafibs.v11i4.243
Rahmawati, A., Wahyuningsih, S. H., & Garad, A. (2023). The effect of financial literacy, training and locus of control on creative economic business performance. Social Sciences and Humanities Open, 8(1), 100721. https://doi.org/10.1016/j.ssaho.2023.100721
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2014). Diffusion of innovations. In An integrated approach to communication theory and research (pp. 432–448). Routledge.
Saluja, S., Kaplan, C., Dhupati, P., & McCormick, D. (2022). Preventing Financial Strain for Low- and Moderate-Income Adults: a Comparison of Medicaid, Marketplace, and Employer-Sponsored Insurance. Journal of General Internal Medicine, 37(10), 2373–2381. https://doi.org/10.1007/s11606-021-07100-0
Savvakis, G. A., Kenourgios, D., & Trakadas, P. (2024). Digitalization as a driver of European SMEs’ financial performance during COVID-19. Finance Research Letters, 67, 105848. https://doi.org/10.1016/j.frl.2024.105848
Suryanto, S., Muhyi, H. A., Kurniati, P. S., & Mustapha, N. (2022). Banking Financial Performance in the Industry Financial Technology Era. Journal of Eastern European and Central Asian Research, 9(5), 889–900. https://doi.org/10.15549/jeecar.v9i5.1075
Szymaniec-Mlicka, K. (2016). Impact of strategic orientation adopted by an organisation on its performance, as shown on the example of public healthcare entities. Management, 20(2), 278–290. https://doi.org/10.1515/manment-2015-0065
Togun, O. R., Ogunrinade, R., Olalekan, O. T., & Jooda, T. D. (2022). Financial Inclusion and SMEs’ Performance: Mediating Effect of Financial Literacy under the Creative Common Attribution Non-Commercial 4.0. Journal of Business and Environmental Management (JBEM), 1(1), 23–33.
Tuffour, J. K., Amoako, A. A., & Amartey, E. O. (2022). Assessing the Effect of Financial Literacy Among Managers on the Performance of Small-Scale Enterprises. Global Business Review, 23(5), 1200–1217. https://doi.org/10.1177/0972150919899753
Utkarsh, Pandey, A., Ashta, A., Spiegelman, E., & Sutan, A. (2020). Catch them young: Impact of financial socialization, financial literacy and attitude towards money on financial well-being of young adults. International Journal of Consumer Studies, 44(6), 531–541. https://doi.org/10.1111/ijcs.12583
Uyanik, M. (2023). Resource-Based View in Marketing Literature. 5(4), 29–39. https://doi.org/10.32996/jbms
Venkatesh, V., & Bala, H. (2008). Technology Acceptance Model 3 and a Research Agenda on Interventions; Decision Sciences, Vol. 39 (2) pp 273 – 315. Decision Sciences Institute, 39(2), 273–315.
Wibowo, G. A. (2024). Manajemen Keuangan Jadi Kendala Utama UMKM untuk Berkembang. Solopos Bisnis. https://bisnis.solopos.com/manajemen-keuangan-jadi-kendala-utama-umkm-untuk-berkembang-1574114
Widyoutomo, A., Arafah, W., & Martadisastra, D. (2023). The Influence of Strategic-Based View and Strategic Orientation on the Organizational Performance of the Indonesian Navy in Maintaining the Regional Security Stability in South China Sea Mediated by Strategic Coordinating Management. Journal of Economics, Finance and Management Studies, 06(04), 1668–1676. https://doi.org/10.47191/jefms/v6-i4-30
Yanti, W. I. P. (2019). Pengaruh Inklusi Keuangan Dan Literasi Keuangan Terhadap Kinerja Umkm Di Kecamatan Moyo Utara. Jurnal Manajemen Dan Bisnis, 2(1). https://doi.org/10.37673/jmb.v2i1.305
Zhao, M., Dai, Y., Chen, H., & Li, Z. (2024). Financial literacy among Chinese rural households and its impact on stock-market participation. Borsa Istanbul Review, 24(5), 1019–1030. https://doi.org/10.1016/j.bir.2024.05.011

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