Beyond Macroeconomics: the Dominant Role of Digital Acceleration in Driving BMT UGT Nusantara’s Growth
Abstract
This study analyzes the dynamic influence of digitalization and macroeconomic variables on the financial performance of BMT UGT Nusantara during 2020–2025 using a Vector Error Correction Model framework. The results confirm a long-run equilibrium relationship among digitalization, macroeconomic conditions, and BMT financial performance. Digitalization emerges as the dominant driver, where digital user adoption strongly drives intermediation efficiency while digital transaction volume generates the most persistent contribution to asset growth. Macroeconomic variables exert minimal direct causal influence, though inflation poses a more persistent threat to intermediation efficiency than interest rate movements. A fundamental asymmetry is identified in that breadth and depth of digitalization operate through distinct institutional channels. BMT management is encouraged to develop digitally accessible financing products to convert active transactors into productive financing participants. For regulators, this study provides empirical justification for policies facilitating digital transformation across Islamic microfinance cooperatives to strengthen financial inclusion and institutional resilience.
Downloads
References
Abdussalam, & Putra, Y. H. S. (2024). Digital Transformation Strategy in Islamic Microfinance Cooperatives : A Case Study of Bmt Ugt Nusantara’s Innovation. Greenation International Journal of Economics and Accounting, 2(4), 347–357. https://doi.org/10.38035/gijea.v2i4
Aghion, P., Harris, C., Howitt, P., & Vickers, J. (2001). Competition , Imitation and Growth with Step-by-Step Innovation Citation. Review of Economic Studies, 68(3), 467–492. https://doi.org/10.1111/1467-937x.00177
Aghion, P., & Howitt, P. (1992). A Model of Growth Through Creative Destruction. Econometrica, 60(2), 323–351. https://doi.org/10.2307/2951599
Alfitri, N., & Alfiyah, S. (2025). Digitalisasi Layanan Keuangan Di BMT UGT Nusantara Capem Batu Urip Melalui Pengembangan Aplikasi Mobile. Jurnal Penelitian Nusantara, 1, 767–771. https://doi.org/10.59435/menulis.v1i3.186
Amaliawiati, L., Nursjanti, F., & Nilasari, I. (2023). Dynamic Models : Analysis of Macroeconomic Variables and Islamic Banks Performance in Indonesia. Jurnal Ilmu Keuangan Dan Perbankan (JIKA), 13(1), 163–176. https://doi.org/10.34010/jika.v13i1
Ascarya, A., & Masrifah, A. R. (2022). Strategies implementing cash waqf system for Baitul Maal wat Tamwil to improve its commercial and social activities. International Journal of Islamic and Middle Eastern Finance and Management, 16(4). https://doi.org/10.1108/IMEFM-10-2020-0504
Ascarya, Sukmana, R., Rahmawati, S., & Masrifah, A. R. (2023). Developing cash waqf models for Baitul Maal wat Tamwil as integrated Islamic social and commercial microfinance. Journal of Islamic Accounting and Business Research, 14(5), 699–717. https://doi.org/10.1108/JIABR-09-2020-0267
Asngari, I. (2024). Testing of the Structure-Conduct-Performance Hypothesis for Industrial Banking Profitability : Evidence from Indonesia Article info ; Integrated Journal of Business and Economics, 8(1), 696–710. https://doi.org/10.33019/ijbe.v8i1.771
Barro, R. J., & Sala-i-Martin, X. (2004). Economic Growth. In Beyond Economic Growth, Second Edition (Second Edi). MIT Press. https://doi.org/10.1596/0-8213-5933-9
Coordinating Ministry for Economic Affairs republic of Indonesia. (2025). Pemerintah Dorong UMKM Naik Kelas, Tingkatkan Kontribusi terhadap Ekspor Indonesia.
Dilla, S., Shahrin, A. R., & Zainir, F. (2024). Banking competition in Indonesia: does Fintech lending matters? Journal of Financial Economic Policy, 16(4), 540–556. https://doi.org/10.1108/jfep-12-2023-0365
Dobrescu, L., Neamtu, M., & Opris, D. (2012). Stability in a Three-Sector Dynamic Growth Model with Endogenous Labor Supply. https://doi.org/10.2139/ssrn.1987869
Engle, R. F., & Granger, C. W. J. (1987). Co-Integration and Error Correction: Representation, Estimation, and Testing. Econometrica, 55(2), 251–276. https://doi.org/10.2307/1913236
Fakhrunnas, F., Astuti, R. D., & Anto, M. B. H. (2022). Determinants of non- performing financing in Indonesian Islamic banks : A regional and sectoral analysis. Banks and Bank Systems, 17(4), 72–86. https://doi.org/10.21511/bbs.17(4).2022.07
Falki, N. (2023). Impact of ICT Access on Total Factor Productivity ( TFP) in Asian Economies. Journal of Development and Social Sciences, 4(2). https://doi.org/10.47205/jdss.2023(4-ii)55
Frihatni, A. A., Ilmi, A. D., & Rustan, P. A. (2023). Determinants of market share in sharia banking of the ASEAN countries. Indonesian Journal of Islamic Economics Research, 5(5), 62–82. https://doi.org/10.18326/ijier.v5i5.9509
Genberg, H. (2020). Digital transformation : Some implications for financial and macroeconomic stability Asian Development Bank Institute (Issue 1139). https://hdl.handle.net/10419/238496
Haerudin, Fajri, A., Shukor, S. A., & Wibowo, K. A. (2023). The Future Growth For Islamic Microfinance In Indonesia: Baitul Maal Wat Tamwil Domains. International Journal of Professional Business Review, 8(7), 1–11. https://doi.org/10.26668/businessreview/2023.v8i7.1632
Hasyim, F., Pratiwi, N., Asmaradhan, B. S., & Kurniyadi. (2023). The Effect Of Exchange Rates, Inflation And Bi Rates On Profitability In Islamic Commercial Banks During The 2016-2022 Period. Asy Syar’iyyah: Jurnal Ilmu Syari’ah Dan Perbankan Islam, 8(2), 162–185. https://doi.org/10.32923/asy.v8i2.3040
Herawati, E., Sakdiah, K., & Zaki, A. (2025). Pengaruh Inflasi Dan Suku Bunga Terhadap Profitabilitas Bank Syariah Di Indonesia Periode 2019-2023. JEKSya Jurnal Ekonomi Dan Keuangan Syariah, 4(1), 285–297. https://jurnal.perima.or.id/index.php/JEKSya
Irnandas, M., Babud, S. S., & Ma’wa, M. A. F. (2025). Islamic Financial Inclusion as a Catalyst for Sustainable Development : A Dynamic Provincial Analysis in Indonesia. International Journal of Islamic Economics and Business Sustainability (IJIEBS), 1(2), Article 1. https://doi.org/10.7454/ijiebs.v1i2.1013
Isbahi, M. B., Zuana, M. M. M. ., & Mariana, E. R. . (2022). The Technology Strategy in Website Communication Media in Improving Business Activities. Majapahit Journal of Islamic Finance and Management, 1(2), 126–138. https://doi.org/10.31538/mjifm.v1i2.17
Johansen, S., & Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration with applications to the demand for money. Oxford Bulletin of Economics and Statistics, 52(2), 169–210. https://doi.org/10.1111/j.1468-0084.1990.mp52002003.x
Jones, C. I. (2019). Paul Romer: Ideas, Nonrivalry, and Endogenous Growth. Scandinavian Journal of Economics, 121(3), 859–883. https://doi.org/10.1111/sjoe.12370
Kamal, I., Rizki, R. N., & Aulia, M. R. (2023). The Enthusiasm of Digital Payment Services and Millennial Consumer Behaviour in Indonesia. International Journal of Professional Business Review, 8(2), 1–16. https://doi.org/10.26668/businessreview/2023.v8i2.923
Kanter, D., Henzler, P., Jackson, A., & Diener, A. (2024). Designing the Continuous Glucose Monitor Experience : An App Design Process Overview. Journal of Diabetes Science and Technology, 18(1), 46–52. https://doi.org/10.1177/19322968231189756
Khoiri, A., & Sulistyowati. (2023). Analysis of the Implementation of Digital-Based Service Transformation of Syari ’ ah Microfinance Institutions (Case Study of BMT UGT Sidogiri). ILTIZAMAT: Journal of Economic Sharia Law and Business Studies, 2(2), 69–76. https://doi.org/10.55120/iltizamat.v2i2.1376
Kuswahariani, W., Siregar, H., & Syarifuddin, F. (2020). Non Performing Financing Analysis With Regard To A General And Micro Segment On Three National Sharia Banks In Indonesia. Jurnal Aplikasi Manajemen Dan Bisnis, 6(1), 26–36. https://doi.org/0.17358/jabm.6.1.26
Laksonoa, R., Ferry Mulyawan, & Yusuf, P. S. (2023). The analysis of causality analysis of money supply (M2) and interest rate (BI Rate) in Indonesia: an empirical study in 1990-2021. Gema Wiralodra, 14(3), 1319–1325. https://doi.org/10.31943/gw.v14i3.572
Lütkepohl, H. (2005). New Introduction to Multiple Time Series Analysis. Springer Books. https://doi.org/10.1007/978-3-540-27752-1
Megantara, D., & Priantina, A. (2020). Financial Inclusion for Farmers Through Appropriate Financing Products: Analytic Network Process Approach. In Palgrave Studies in Islamic Banking, Finance and Economics. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-39935-1_10
Muchtar, I. (2025). 100 Koperasi Besar Indonesia (5th ed.). Majalah Peluang. https://books.google.co.id/books?id=gRf4nQEACAAJ
Mukhibad, H., & Nurkhin, A. (2020). The Mechanism of Corporate Governance, Financial Performance, and Social Performance in Baitul Maal wat Tamwil (BMT). Journal of Accounting and Strategic Finance, 3(1), 1–17. https://doi.org/10.33005/jasf.v3i1.66
Nasution, A. H., & Fakhri, U. N. (2024). From Crisis To Stability: How Macroeconomics Shapes Islamic Banking And MSME Futures ? SHARE Jurnal Ekonomi Dan Keuangan Islam, 13(1), 369–391. https://doi.org/10.22373/share.v13i1.23049
Pack, H. (1994). Endogenous Growth Theory: Intellectual Appeal and Empirical Shortcomings. Journal of Economic Perspectives, 8(1), 55–72. https://doi.org/10.1257/jep.8.1.55
Putra, S. F., & Oktaviana, U. K. (2022). Financial Risk and Capital Structure: Does it Contribute to Increasing the Company Value of Islamic Banking? Maliki Islamic Economics Journal (M-IEC Journal), 2(1), 12–20. https://doi.org/10.18860/miec.v2i1.16586
Rahajeng, D. K. (2022). Cogent Business & Management The ethical paradox in Islamic cooperatives : A lesson learned from scandalous fraud cases in Indonesia ’ s Baitul Maal Wat Tamwil The ethical paradox in Islamic cooperatives : A lesson learned from scandalous fraud cases in Indonesia ’ s Baitul Maal Wat Tamwil. Cogent Business & Management, 9(1). https://doi.org/10.1080/23311975.2022.2090208
Rahayu, N. S. (2024). Bridging the Financial Gap: Baitul Maal Wat Tamwil (BMT) as A Medium for Women’s Empowerment and Financial Inclusion. Proceeding International Conference on Islamic Economics and Business (ICIEB), 3(1), 1–11. https://doi.org/10.14421/icieb.2024.3.1.1470
Rahman, S. A., Ahmad, N. H., & Arshad, N. C. (2021). Bank Specific and Macroeconomic Factors Influencing Islamic Banks Deposits. International Journal of Islamic Business, 6(2), 37–57. https://doi.org/10.32890/ijib2021.6.2.4
Riyadi, S., Iqbal, M., & Pangastuty, A. A. (2021). Optimization of Profit-Sharing Financing at Islamic Banking in Indonesia. Jurnal Keuangan Dan Perbankan, 25(2), 260–279. https://doi.org/10.26905/jkdp.v25i2.5212
Rumanzi, P. I., Turyareeba, D., Kaberuka, W., Mbabazize, R. N., & Ainomugisha, P. (2021). Uganda’ s Growth Determinants : A Test of the Relevance of the Neoclassical Growth Theory. Modern Economy, 12, 107–139. https://doi.org/10.4236/me.2021.121006
Rusydiana, A. S., & Prakoso, D. (2021). The Influence of Internal and Macroeconomic Factors on the Profitability of Islamic Commercial Banks in Indonesia. Ekonomi Islam Indonesia, 3(2). https://doi.org/10.58968/eii.v3i2.43
Sandhyapranita, I., Andriansyah, Y., & Hasan, B. B. (2024). Macroeconomic Impacts on Islamic Bank Profitability: Evidence from Indonesia’s Dual Banking System. Unisia, 42(2). https://doi.org/10.20885/unisia.vol42.iss2.art29
Setiawan, I. (2021). The Impact Of Financing Risk On Islamic Banking Performance In Indonesia. Share: Jurnal Ekonomi Dan Keuangan Islam, 10(2), 208–229. https://doi.org/10.22373/share.v10i2.9400
Setyowati, N. (2019). Macroeconomic Determinants of Islamic Banking Products in Indonesia. Economies, 7(2), 1–15. https://doi.org/10.3390/economies7020053
Susanto, R., & Pangesti, I. (2021). Pengaruh Inflasi Dan Pertumbuhan Ekonomi Terhadap Tingkat Kemiskinan Di Indonesia. JABE (Journal of Applied Business and Economic), 7(2), 271. https://doi.org/10.30998/jabe.v7i2.7653
Tiutiunyk, I., Drabek, J., Antoniuk, N., Navickas, V., & Rubanov, P. (2021). The impact of digital transformation on macroeconomic stability : Evidence from EU countries. Journal of International Studies, 14(3), 220–234. https://doi.org/10.14254/2071-220
Ullah, M. H., & Khanam, R. (2018). Whether Shari’ah compliance efficiency is a matter for the financial performance. Journal of Islamic Accounting and Business Research, 9(2), 183–200. https://doi.org/10.1108/JIABR-01-2016-0001
Ummari, H., & Priantina, A. (2023). Optimizing the Role of Baitul Ma’al in Eradicating Poverty in the Province of Aceh: Issues and Solutions. In Islamic Economic Institutions in Indonesia Are they Successful in Achieving the Maqasad-al-Shari’ah (pp. 15–41). World Scientific. https://doi.org/10.1142/9789811272691_0002
Warjiyo, P. (2023). Synergy Of Economic Policies And Innovationin Driving Momentum For Sustainable Globaleconomic Recovery In The Era Of Digitaltransformation. Bulletin of Monetary Economics and Banking, 26(0), 0–8. https://doi.org/10.59091/1410-8046.2053
Widarjono, A. (2020). Does the Volatility of Macroeconomic Variables Depress The Profitability of Islamic Banking? JEJAK Journal of Economics and Policy, 13(1), 30–42. https://doi.org/10.15294/jejak.v13i1.19460
Winarto, F. H., & Beik, I. S. (2024). The effect of Sharia monetary policy instruments and Islamic bank financing on economic growth and inflation. Jurnal Ekonomi & Keuangan Islam, 10(1), 72–89. https://doi.org/10.20885/jeki.vol10.iss1.art6
Copyright (c) 2026 Faizatul Maghfirah, Anita Priantina

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.















