Main Article Content

Abstract

Introduction
Poverty remains a persistent development challenge in Indonesia, particularly in regional economies where economic growth does not always translate into inclusive welfare improvement. In Luwu Regency, poverty continues to reflect limited income, weak productive capacity, unequal access to economic opportunities, and insufficient integration between local development, digital technology, and financial services. Local economic transformation and digitalization are increasingly viewed as strategic pathways for strengthening productivity, expanding market access, empowering micro, small, and medium enterprises, and improving household welfare. At the same time, Islamic financial inclusion offers a Sharia-compliant mechanism for broadening access to financing, savings, digital financial services, and financial literacy.
Objectives
This study analyzes the effects of local economic transformation and digitalization on poverty in Luwu Regency, South Sulawesi, Indonesia. It also examines whether Islamic financial inclusion strengthens the relationship between local economic transformation, digitalization, and poverty reduction.
Method
This study used a quantitative approach with a cross-sectional research design. Data were collected through structured questionnaires from 250 respondents consisting of micro, small, and medium enterprise actors and users of digital services in Luwu Regency. The data were analyzed using Structural Equation Modeling based on Partial Least Squares to assess the measurement model, structural model, direct effects, and moderating effects.
Results
The findings show that local economic transformation, digitalization, and Islamic financial inclusion have significant direct effects on poverty reduction. Local economic transformation contributes through regional productivity improvement, local resource utilization, and enterprise empowerment. Digitalization supports poverty reduction by expanding access to digital transactions, online markets, and economic information. Islamic financial inclusion also contributes by improving access to Sharia-compliant financial services. However, Islamic financial inclusion does not significantly moderate the relationship between local economic transformation and poverty, while it significantly strengthens the relationship between digitalization and poverty reduction.
Implications
The findings suggest that poverty alleviation requires integrated policies that combine local economic empowerment, digital infrastructure, digital literacy, and broader access to Islamic financial services.
Originality/Novelty
This study contributes to regional development and Islamic economics literature by integrating local economic transformation, digitalization, and Islamic financial inclusion into a single framework for explaining poverty reduction at the regional level.

Keywords

digitalization Islamic financial inclusion local economic transformation MSME empowerment poverty reduction regional development Sharia-compliant finance

Article Details

How to Cite
Ernawati, E., Abdullah, M. R. ., & Ishak, I. (2026). Local economic transformation, digitalization, and poverty reduction: The moderating role of Islamic financial inclusion in Luwu Regency. Journal of Islamic Economics Lariba, 12(1). https://doi.org/10.20885/jielariba.vol12.iss1.art27

References

  1. Adeleye, B. N., Gershon, O., Ogundipe, A., Owolabi, O., Ogunrinola, I., & Adediran, O. (2020). Comparative investigation of the growth-poverty-inequality trilemma in Sub-Saharan Africa and Latin American and Caribbean Countries. Heliyon, 6(12), e05631. https://doi.org/10.1016/j.heliyon.2020.e05631

  2. Alkire, S., Kövesdi, F., Scheja, E., & Vollmer, F. (2023). Moderate multidimensional poverty index: Paving the way out of poverty. Social Indicators Research, 168(1–3), 409–445. https://doi.org/10.1007/s11205-023-03134-5

  3. Almekinders, G., Mourmouras, A., Zhou, J.-P., Fukuda, S., & [email protected]. (2015). ASEAN financial integration. IMF Working Papers, 15(34), 1–2. https://doi.org/10.5089/9781484386491.001

  4. Alsaghir, M. (2025). Digital risks and Islamic FinTech: A road map to social justice and financial inclusion. Journal of Islamic Accounting and Business Research, 16(7), 1265–1282. https://doi.org/10.1108/JIABR-10-2022-0262

  5. Avordeh, T. K., Salifu, A., Quaidoo, C., & Opare-Boateng, R. (2024). Impact of power outages: Unveiling their influence on micro, small, and medium-sized enterprises and poverty in Sub-Saharan Africa - An in-depth literature review. Heliyon, 10(13), e33782. https://doi.org/10.1016/j.heliyon.2024.e33782

  6. Bakhtiar, S., Ramlan, P., Saleh, W., Andreani, A. R., & Herman, B. (2022). The role of governments in developing MSMEs in line with social changes due to the COVID-19 pandemic. KnE Social Sciences, (2021 Annual Conference of Indonesian Association for Public Administration), 289–295. https://doi.org/10.18502/kss.v7i5.10556

  7. Barajas, A., Beck, T., Belhaj, M., & Ben Naceur, S. (2020). Financial inclusion: What have we learned so far? What do we have to learn? IMF Working Papers, 2020(157), 1–52. https://doi.org/10.5089/9781513553009.001

  8. Bongomin, G. O. C., Ntayi, J. M., & Malinga, C. A. (2020). Analyzing the relationship between financial literacy and financial inclusion by microfinance banks in developing countries: Social network theoretical approach. International Journal of Sociology and Social Policy, 40(11/12), 1257–1277. https://doi.org/10.1108/IJSSP-12-2019-0262

  9. Chatra, A., Budaya, I., Saprudin, S., & Judijanto, L. (2023). Dynamic of product innovation, community involvement, and regulatory policy: Case study of MSME entrepreneurship in Indonesia. International Journal of Business, Law, and Education, 5(1), 105–118. https://doi.org/10.56442/ijble.v5i1.356

  10. Chen, S., Liang, M., & Yang, W. (2022). Does digital financial inclusion reduce China’s rural household vulnerability to poverty: An empirical analysis from the perspective of household entrepreneurship. Sage Open, 12(2), 21582440221102423. https://doi.org/10.1177/21582440221102423

  11. Christiaensen, L., & Todo, Y. (2014). Poverty reduction during the rural–urban transformation – The role of the missing middle. World Development, 63, 43–58. https://doi.org/10.1016/j.worlddev.2013.10.002

  12. Darmawan, A. D. (2025, September 26). Jumlah penduduk dan persentase kemiskinan di Kabupaten Luwu Periode 2004—2024 [Population and percentage of poverty in Luwu Regency for the period 2004—2024] [HTML]. Databoks. https://databoks.katadata.co.id/demografi/statistik/73cf7217f56199e/jumlah-penduduk-dan-persentase-kemiskinan-di-kabupaten-luwu-2004-2024

  13. Das, S. (2024). Financial literacy and education in enhancing financial inclusion and poverty alleviation. In N. Mansour, S. Baral, & V. Garg (Eds.), E-financial strategies for advancing sustainable development: Fostering financial inclusion and alleviating poverty (pp. 127–144). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-67523-2_8

  14. Dela Cruz, N. A. O., Villanueva, A. C. B., Tolin, L., Disse, S., Lensink, R., & White, H. (2025). Effects of interventions to improve access to financial services for micro, small, and medium‐sized enterprises in low‐ and middle‐income countries: An evidence and gap map. Campbell Systematic Reviews, 21(3), e70061. https://doi.org/10.1002/cl2.70061

  15. Dela Cruz, N. A., Villanueva, A. C. B., Tolin, L. A., Disse, S., Lensink, R., & White, H. (2023). PROTOCOL: Effects of interventions to improve access to financial services for micro‐, small‐ and medium‐sized enterprises in low‐ and middle‐income countries: An evidence and gap map. Campbell Systematic Reviews, 19(3), e1341. https://doi.org/10.1002/cl2.1341

  16. Dhar, S., Zaman, K. A. U., & Dhar, B. K. (2024). MSMEs and economic growth: Fostering an entrepreneurial ecosystem in Bangladesh for sustainable development. Business Strategy & Development, 7(3), e423. https://doi.org/10.1002/bsd2.423

  17. Dos Santos, P. L., & Harvold Kvangraven, I. (2017). Better than cash, but beware the costs: Electronic payments systems and financial inclusion in developing economies. Development and Change, 48(2), 205–227. https://doi.org/10.1111/dech.12296

  18. Erlando, A., Riyanto, F. D., & Masakazu, S. (2020). Financial inclusion, economic growth, and poverty alleviation: Evidence from eastern Indonesia. Heliyon, 6(10), e05235. https://doi.org/10.1016/j.heliyon.2020.e05235

  19. Evangelista, R. (2018). Technology and economic development: The Schumpeterian legacy. Review of Radical Political Economics, 50(1), 136–153. https://doi.org/10.1177/0486613416666565

  20. Farah, A. A., Nor, B. A., & Musse, O. S. H. (2026). Financial inclusion and green economic growth a systematic review of Scopus indexed studies from 2015 to 2025. Discover Environment, 4(1), 37. https://doi.org/10.1007/s44274-026-00550-5

  21. 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

  22. Fosu, A. K. (2017). Growth, inequality, and poverty reduction in developing countries: Recent global evidence. Research in Economics, 71(2), 306–336. https://doi.org/10.1016/j.rie.2016.05.005

  23. Gai, A., Ernan, R., Fauzi, A., Barus, B., & Putra, D. (2025). Poverty reduction through adaptive social protection and spatial poverty model in Labuan Bajo, Indonesia’s national strategic tourism areas. Sustainability, 17(2), 555. https://doi.org/10.3390/su17020555

  24. Gassama, S., Hamidah, & Sudaryati, E. (2021). The need for introduction of Sharia microfinance program in the Gambia. Economit Journal: Scientific Journal of Accountancy, Management and Finance, 1(3), 153–164. https://doi.org/10.33258/economit.v1i3.483

  25. Ge, Y., Yang, G., Chen, Y., & Dou, W. (2019). Examining social vulnerability and inequality: A joint analysis through a connectivity lens in the urban agglomerations of China. Sustainability, 11(4), 1042. https://doi.org/10.3390/su11041042

  26. Gharbi, H. B. (2025). Digital Islamic finance in Indonesia: Challenges and opportunities from a public policy perspective. International Journal of Islamic Economics and Finance Research, 8(2 December), 212–227. https://doi.org/10.53840/ijiefer237

  27. Ginanjar, A., & Kassim, S. H. (2021). Roles of Islamic microfinance institutions in improving financial inclusion in Indonesia: Empirical evidence from baitulmaal wa tamwil. Al-Iqtishad: Jurnal Ilmu Ekonomi Syariah, 13(1), 87–108. https://doi.org/10.15408/aiq.v13i1.19842

  28. Grohmann, A., Klühs, T., & Menkhoff, L. (2018). Does financial literacy improve financial inclusion? Cross country evidence. World Development, 111, 84–96. https://doi.org/10.1016/j.worlddev.2018.06.020

  29. Gunawan, A., Jufrizen, & Pulungan, D. R. (2023). Improving MSME performance through financial literacy, financial technology, and financial inclusion. International Journal of Applied Economics, Finance and Accounting, 15(1), 39–52. https://doi.org/10.33094/ijaefa.v15i1.761

  30. Gupta, M., Gupta, D., & Rai, P. (2024). Digital payment systems and financial inclusion: Examine how digital payment systems, such as mobile wallets and digital currencies, can improve financial inclusion by providing access to banking services for the unbanked and underbanked population. In G. Fortino, A. Kumar, A. Swaroop, & P. Shukla (Eds.), Proceedings of Third International Conference on Computing and Communication Networks (pp. 725–737). Springer Nature. https://doi.org/10.1007/978-981-97-0892-5_57

  31. Ha, D., Le, P., & Nguyen, D. K. (2025). Financial inclusion and fintech: A state-of-the-art systematic literature review. Financial Innovation, 11(1), 69. https://doi.org/10.1186/s40854-024-00741-0

  32. Haidar, A. (2024). Decoding sentiments: Exploring Islamic fintech discourse on Twitter in the post-pandemic. Perbanas Journal of Islamic Economics and Business, 4(1), 46. https://doi.org/10.56174/pjieb.v4i1.244

  33. Haidar, A., Hendrasto, N., Herindar, E., & Chairiyati, F. (2024). Cash waqf intention among Indonesian Muslim youth: The role of banking digitalization. Ekonomi Islam Indonesia, 6(2). https://doi.org/10.58968/eii.v6i2.568

  34. Hanandita, W., & Tampubolon, G. (2016). Multidimensional poverty in Indonesia: Trend over the last decade (2003–2013). Social Indicators Research, 128(2), 559–587. https://doi.org/10.1007/s11205-015-1044-0

  35. Hartika, N., Suwatno, S., & Mulyadi, H. (2023). The contribution of small and medium enterprises (UMKM) to economic growth in Banten Province. Proceedings of the 1st International Conference on Social Science (ICSS), 2(1), 224–229. https://doi.org/10.59188/icss.v2i1.118

  36. Hidalgo-Mayorga, M. D. L. Á., Puente-Riofrio, M. I., Pérez-Salas, F. P., Guerrero-Arrieta, K. G., & López-Naranjo, A. L. (2025). Financial literacy as a tool for social inclusion and reduction of inequalities: A systematic review. Social Sciences, 14(11), 658. https://doi.org/10.3390/socsci14110658

  37. Higón, D. A., & Bonvin, D. (2024). Digitalization and trade participation of SMEs. Small Business Economics, 62(3), 857–877. https://doi.org/10.1007/s11187-023-00799-7

  38. Hussen, M. S., & Mohamed, M. A. (2023). Impact of financial inclusion on household welfare in Ethiopia. Future Business Journal, 9(1), 67. https://doi.org/10.1186/s43093-023-00243-y

  39. Inoue, T. (2024). Digital financial inclusion, international remittances, and poverty reduction. Journal of Economic Structures, 13(1), 8. https://doi.org/10.1186/s40008-024-00328-z

  40. International Monetary Fund. (2024). Indonesia: Selected issues. IMF Staff Country Reports, 2024(271), 1–53. https://doi.org/10.5089/9798400284663.002

  41. Irfan, M. (2020). A meta-analysis of Islamic microfinance: Case based evidence from India. Journal of Islamic Monetary Economics and Finance, 6(1), 21–50. https://doi.org/10.21098/jimf.v6i1.1202

  42. Jiang, X., Wang, X., Ren, J., & Xie, Z. (2021). The nexus between digital finance and economic development: Evidence from china. Sustainability, 13(13), 7289. https://doi.org/10.3390/su13137289

  43. Kaur, J. (2023). COVID-19 and MSMEs in India: An analysis of pandemic shock and policy response. International Journal For Multidisciplinary Research, 5(6), 8855. https://doi.org/10.36948/ijfmr.2023.v05i06.8855

  44. Kelly, P., & Lobao, L. (2021). Whose need matters?: The local welfare state, poverty, and variation in US counties’ social service provisioning. Social Currents, 8(6), 566–590. https://doi.org/10.1177/23294965211047886

  45. Khan, F., Siddiqui, M. A., & Imtiaz, S. (2022). Role of financial literacy in achieving financial inclusion: A review, synthesis and research agenda. Cogent Business & Management, 9(1), 2034236. https://doi.org/10.1080/23311975.2022.2034236

  46. Khoiri, I., Mahfuzah, A., & Noval, M. (2024). The urgency of free trade agreements (FTA) and digital platforms for MSMEs in realizing a sustainable digital economy. Proceeding of The International Seminar on Business, Economics, Social Science and Technology (ISBEST), 4(1). https://doi.org/10.33830/isbest.v4i1.3247

  47. Kling, G., Pesqué-Cela, V., Tian, L., & Luo, D. (2022). A theory of financial inclusion and income inequality. The European Journal of Finance, 28(1), 137–157. https://doi.org/10.1080/1351847X.2020.1792960

  48. Kohli, K., Jain, B., Patel, T. A., Eken, H. N., Dee, E. C., & Torous, J. (2024). The digital divide in access to broadband internet and mental healthcare. Nature Mental Health, 2(1), 88–95. https://doi.org/10.1038/s44220-023-00176-z

  49. Konstantakis, K. N., & Michaelides, P. G. (2017). Does technology cause business cycles in the USA? A Schumpeter-inspired approach. Structural Change and Economic Dynamics, 43, 15–26. https://doi.org/10.1016/j.strueco.2017.05.005

  50. Kusumaningtyas, R. O., Subekti, R., Jaelani, A. K., Orsantinutsakul, A., & Mishra, U. K. (2022). Reduction of digitalization policy in Indonesian MSMEs and implications for Sharia economic development. JURIS (Jurnal Ilmiah Syariah), 21(2), 157–171. https://doi.org/10.31958/juris.v21i2.6855

  51. Lee, E., Ong, T. S., & Lee, Y. (2024). Evaluating household consumption patterns: Comparative analysis using ordinary least squares and random forest regression models. HighTech and Innovation Journal, 5(2), 489–507. https://doi.org/10.28991/HIJ-2024-05-02-019

  52. Li, Z., Lunku, H. S., & Yang, S. (2025). Financial inclusion in the digital era: A key driver for reducing income inequality. Technological and Economic Development of Economy, 31(3), 706–731. https://doi.org/10.3846/tede.2025.23068

  53. Liu, G., Gong, X., & Wang, G. (2025). Financial inclusion and farmers’ income increase: Effects and realization mechanism. PLOS One, 20(6), e0324815. https://doi.org/10.1371/journal.pone.0324815

  54. Liu, L., & Guo, L. (2023). Digital financial inclusion, income inequality, and vulnerability to relative poverty. Social Indicators Research, 170(3), 1155–1181. https://doi.org/10.1007/s11205-023-03245-z

  55. Liu, M., Ge, Y., Hu, S., & Hao, H. (2023). The spatial effects of regional poverty: Spatial dependence, spatial heterogeneity and scale effects. ISPRS International Journal of Geo-Information, 12(12), 501. https://doi.org/10.3390/ijgi12120501

  56. Liu, Q., Wang, M., Wang, Q., & Wei, D. (2025). Mitigating rural multidimensional poverty through digital inclusive finance: Real improvement and psychological empowerment. Agriculture, 15(9), 954. https://doi.org/10.3390/agriculture15090954

  57. Lusardi, A., Michaud, P.-C., & Mitchell, O. S. (2017). Optimal financial knowledge and wealth inequality. Journal of Political Economy, 125(2), 431–477. https://doi.org/10.1086/690950

  58. Makhlouf, Y., & Lalley, C. (2023). Education expansion, income inequality and structural transformation: Evidence from OECD countries. Social Indicators Research, 169(1–2), 255–281. https://doi.org/10.1007/s11205-023-03161-2

  59. Maouloud, V. M. (2023). The impact of islamic microfinance upon poverty alleviation by the development of microenterprises in Mauritania. Online Jurnal of Islamic Management and Finance, 3(1), 55–74. https://doi.org/10.22452/ojimf.vol3no1.4

  60. Masnila, N., Febriantoko, J., Mayasari, R., & Ariyanti, I. (2024). Unlocking economic landscape: Understanding the dynamics of financial challenges, business traits, financial resources, growth phases, financial accessibility, and MSME performance. Atestasi : Jurnal Ilmiah Akuntansi, 7(1), 317–339. https://doi.org/10.57178/atestasi.v7i1.749

  61. Millard, J., & Fucci, V. (2023). The role of social innovation in tackling global poverty and vulnerability. Frontiers in Sociology, 8, 966918. https://doi.org/10.3389/fsoc.2023.966918

  62. Mkrtchyan, T., Khachatryan, A., & Ratner, S. (2025). Measuring inclusive growth in developing countries: Composite index approach and sectoral transformation analysis. Journal of Risk and Financial Management, 18(6), 336. https://doi.org/10.3390/jrfm18060336

  63. Mulbah, F. F. B., Olumeh, D. E., Mantey, V., & Ipara, B. O. (2025). Impact of financial inclusion on household welfare in Liberia: A gendered perspective. Review of Development Economics, 29(1), 145–165. https://doi.org/10.1111/rode.13057

  64. Naeem, A., & Ul Haq, A. (2025). Comparative analysis of islamic and conventional economic, banking and microfinance system. Journal of Asian Development Studies, 14(2), 1244–1256. https://doi.org/10.62345/jads.2025.14.2.98

  65. Novreska, S., & Arundina, T. (2024). The role of Islamic financial inclusion in poverty, income inequality, and human development in Indonesia. Journal of Islamic Monetary Economics and Finance, 10(1), 135–154. https://doi.org/10.21098/jimf.v10i1.1973

  66. Nurfika, & Maswana, J.-C. (2021). The role of the secondary sector in poverty alleviation in Indonesia. The Journal of Indonesia Sustainable Development Planning, 2(2), 111–128. https://doi.org/10.46456/jisdep.v2i2.113

  67. Nuryitmawan, T. R. (2023). The impact of Islamic fintech on poverty alleviation in Indonesia: A socio-economic implications. Airlangga Journal of Innovation Management, 4(2), 136–146. https://doi.org/10.20473/ajim.v4i2.49478

  68. Omar, M. A., & Inaba, K. (2020). Does financial inclusion reduce poverty and income inequality in developing countries? A panel data analysis. Journal of Economic Structures, 9(1), 37. https://doi.org/10.1186/s40008-020-00214-4

  69. Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa Istanbul Review, 18(4), 329–340. https://doi.org/10.1016/j.bir.2017.12.003

  70. Pomeroy, R., Arango, C., Lomboy, C. G., & Box, S. (2020). Financial inclusion to build economic resilience in small-scale fisheries. Marine Policy, 118, 103982. https://doi.org/10.1016/j.marpol.2020.103982

  71. Prakoso, J. A., Giovanni, A., & Panjawa, J. L. (2021). Spatial patterns, opportunities and determinants of MSMEs employment in township. JEJAK, 14(1), 77–92. https://doi.org/10.15294/jejak.v14i1.26406

  72. Putra, F. M. A., Pangestu, A. H. R., Al-Anshari, & Aulia, F. (2024). Comparative analysis the role of Islamic and conventional microfinance institutions in supporting the welfare of economically vulnerable communities. Journal of Management and Islamic Finance, 4(2), 280–294. https://doi.org/10.22515/jmif.v4i2.10407

  73. Rabbani, M. R., Bashar, A., Nawaz, N., Karim, S., Ali, M. A. Mohd., Rahiman, H. U., & Alam, Md. S. (2021). Exploring the role of Islamic fintech in combating the aftershocks of COVID-19: The open social innovation of the Islamic financial system. Journal of Open Innovation: Technology, Market, and Complexity, 7(2), 136. https://doi.org/10.3390/joitmc7020136

  74. Rahayuningsih, S., Darmawan, I. A., Pangesti, S. Y., Fuad, A., Wardana, L. W., & Narmaditya, B. S. (2024). Literature review: Strategies for using digital marketing to improve MSME performance in supporting SDGs programs. International Journal of Economics, Management and Accounting, 1(2), 201–220. https://doi.org/10.61132/ijema.v1i2.62

  75. Ratnawati, K. (2020). The influence of financial inclusion on MSMEs’ performance through financial intermediation and access to capital. The Journal of Asian Finance, Economics and Business, 7(11), 205–218. https://doi.org/10.13106/jafeb.2020.vol7.no11.205

  76. Ratnawita, R., Nurdiani, T. W., Judijanto, L., & Fali, I. M. (2023). Development of Sharia-based financial products and microfinance in Islamic economy. West Science Journal Economic and Entrepreneurship, 1(2), 72–80. https://doi.org/10.58812/wsjee.v1i02.265

  77. Ringle, C. M., Wende, S., & Becker, J.-M. (2024). SmartPLS (Version 4) [Computer software]. SmartPLS GmbH. https://www.smartpls.com

  78. Rohman, P. S., Fianto, B. A., Ali Shah, S. A., Kayani, U. N., Suprayogi, N., & Supriani, I. (2021). A review on literature of Islamic microfinance from 2010-2020: Lesson for practitioners and future directions. Heliyon, 7(12), e08549. https://doi.org/10.1016/j.heliyon.2021.e08549

  79. Rubio, J., & León, M. (2025). Financial inclusion as a pathway to poverty alleviation and equality in Latin America: An empirical analysis. Journal of Risk and Financial Management, 18(7), 392. https://doi.org/10.3390/jrfm18070392

  80. Sakyi-Nyarko, C., Ahmad, A. H., & Green, C. J. (2022). The role of financial inclusion in improving household well-being. Journal of International Development, 34(8), 1606–1632. https://doi.org/10.1002/jid.3661

  81. Schipke, A., & Pillai, J. (2015). Frontier and developing Asia: The next generation of emerging markets. Southeast Asian Economies, 32(3), 417–418. https://doi.org/10.1355/ae32-3l

  82. Septya, M., Kamarni, N., & Devianto, D. (2024). A portrait of multidimensional poverty of Indonesian agricultural households. Daengku: Journal of Humanities and Social Sciences Innovation, 4(4), 638–646. https://doi.org/10.35877/454RI.daengku2541

  83. Shafiya, S., Ahmad, A., & Sohail, A. (2022). Investigating the role of financial innovation on Islamic financial institutions performance during COVID-19. Gomal University Journal of Research, 38(2), 171–179. https://doi.org/10.51380/gujr-38-02-04

  84. Shaikh, S. A. (2021). Using Fintech in scaling up Islamic microfinance. Journal of Islamic Accounting and Business Research, 12(2), 186–203. https://doi.org/10.1108/JIABR-10-2019-0198

  85. Sudarmanto, E., Aulia, T. Z., Putri, R. L., & Wulandjani, H. (2023). Urgency of tax incentives in indonesia for research, development, and internationalization of MSMEs. International Journal of Multidisciplinary Approach Research and Science, 2(1), 69–82. https://doi.org/10.59653/ijmars.v2i01.339

  86. Sulismadi, Safri, & Sofwani, A. (2024). The role of MSMEs in community empowerment: A study in Malang Regency, East Java, Indonesia. International Journal For Multidisciplinary Research, 6(1), 13486. https://doi.org/10.36948/ijfmr.2024.v06i01.13486

  87. Sun, Y. (2025). A study of the impact of digital finance on the economic development of Latin American countries. International Review of Financial Analysis, 107, 104587. https://doi.org/10.1016/j.irfa.2025.104587

  88. Syahputra, A., Kaswinata, K., Tanjung, H., Rahmani, N. A. B., & Dzuljastri, D. (2023). Globalization & development of Sharia financial technology in Indonesia. Jurnal Ilmu Keuangan Dan Perbankan (JIKA), 13(1), 103–114. https://doi.org/10.34010/jika.v13i1.11288

  89. Szabó, R. Z. (2024). Overcoming the digital divide: A conceptual framework. Journal of Infrastructure Policy and Development, 8(16), 10082. https://doi.org/10.24294/jipd10082

  90. Tahi̇r, M., Wasi̇m, M. H., Qadri̇, H. M. U. D., Furqan, M., Jafar, A., & Ali̇, H. (2023). Current discussions in Islamic microfinance research and future agendas: A bibliometric study based on Scopus database. İslam Ekonomisi ve Finansı Dergisi (İEFD), 9(2), 125–160. https://doi.org/10.54863/jief.1166049

  91. Tang, X., Ding, S., Gao, X., & Zhao, T. (2022). Can digital finance help increase the value of strategic emerging enterprises? Sustainable Cities and Society, 81, 103829. https://doi.org/10.1016/j.scs.2022.103829

  92. Todaro, M., & Smith, S. (2020). Economic development (13th ed.). Pearson.

  93. Trimulato, T., Mustamin, A., & Syarifuddin, S. (2023). Linkage of Sharia banking and Sharia fintech to support the sustainable development goals program. Imara: Jurnal Riset Ekonomi Islam, 7(2), 104. https://doi.org/10.31958/imara.v7i2.10849

  94. Turégano, D. M., & Herrero, A. G. (2018). Financial inclusion, rather than size, is the key to tackling income inequality. The Singapore Economic Review, 63(1), 167–184. https://doi.org/10.1142/S0217590818410047

  95. Uddin, Md. N., Bt. Saad, N., Bin Ismail, Y., & Nahar, L. (2024). Comparative analysis of microfinance governance: Implications for impact of social inequality and poverty reduction. In A. Klimczuk & D. A. Dovie (Eds.), Bridging social inequality gaps—Concepts, theories, methods, and tools (Vol. 21). IntechOpen. https://doi.org/10.5772/intechopen.1004336

  96. Ugochukwu, E., Ijeoma, U., & Amechi, N. (2025). Digital innovation, employment and poverty reduction in Nigeria. Journal of Policy and Development Studies, 18(2), 138–157. https://doi.org/10.4314/jpds.v18i2.10

  97. Utomo, B. (2024). The effect of financial support, creativity, and regulatory environment on the growth of MSMEs. International Journal of Integrative Sciences, 3(9), 1007–1018. https://doi.org/10.55927/ijis.v3i9.11643

  98. Wang, X., & Fu, Y. (2022). Digital financial inclusion and vulnerability to poverty: Evidence from Chinese rural households. China Agricultural Economic Review, 14(1), 64–83. https://doi.org/10.1108/CAER-08-2020-0189

  99. Wang, X., & He, G. (2020). Digital financial inclusion and farmers’ vulnerability to poverty: Evidence from rural China. Sustainability, 12(4), 1668. https://doi.org/10.3390/su12041668

  100. Xu, G., Feng, L., Wang, W., & Liang, Q. (2024). Digital financial literacy and rural income inequality. Sage Open, 14(3), 21582440241275642. https://doi.org/10.1177/21582440241275642

  101. Yang, B., Wang, X., Wu, T., & Deng, W. (2023). Reducing farmers’ poverty vulnerability in China: The role of digital financial inclusion. Review of Development Economics, 27(3), 1445–1480. https://doi.org/10.1111/rode.12991

  102. Yudhoyono, A. H., Suhariadi, F., Supriharyanti, E., & Haqq, Z. N. (2024). Economic transformation: A systematic literature review. Sustainability, 16(24), 11189. https://doi.org/10.3390/su162411189

  103. Yuneline, M. H. (2022). Implications of Shariah financial technology in increasing financial inclusion to micro, small, and medium enterprises. Islamiyyat, 44(1), 89–99. https://doi.org/10.17576/islamiyyat-2022-4401-8

  104. Zhang, L., Qi, Y., & Deng, X. (2024). Byte-sized finance, bushel-sized benefits: Unraveling digital financial inclusion impact on China’s agricultural green development. Frontiers in Environmental Science, 12, 1411866. https://doi.org/10.3389/fenvs.2024.1411866

  105. Zhang, L., Zhu, Y., & Wei, L. (2024). Digital financial inclusion and multidimensional poverty-evidence from China. Proceedings of the 5th Management Science Informatization and Economic Innovation Development Conference, MSIEID 2023, December 8–10, 2023, Guangzhou, China. Proceedings of the 5th Management Science Informatization and Economic Innovation Development Conference, MSIEID 2023, December 8–10, 2023, Guangzhou, China. https://doi.org/10.4108/eai.8-12-2023.2344736