THE CAUSAL IMPACT OF ISLAMIC FINANCIAL INCLUSION ON HUMAN DEVELOPMENT: A REGRESSION DISCONTINUITY ANALYSIS OF INDONESIAN PROVINCES
Keywords:
Islamic Financial Inclusion, Human Development Index, Regression Discontinuity DesignAbstract
This study examines whether Islamic financial inclusion contributes to improvements in the Human Development Index (HDI) in Indonesia during the period 2020–2024. While previous studies generally report positive associations between financial inclusion and development outcomes, evidence regarding whether Islamic financial inclusion improves human development remains limited, particularly from a causal perspective and in the context of regional disparities. To address this gap, this study measures Islamic financial inclusion using the Islamic Financial Inclusion Index (IFII) based on the dimensions of accessibility, availability, and usage following Sarma (2012), and employs a Regression Discontinuity Design (RDD) to provide stronger evidence on its causal impact. The results show that Islamic financial inclusion in Indonesia remains low and uneven across provinces. Most provinces are in the low category, except Aceh, which is classified as high (0.719), and DKI Jakarta as moderate (0.548). The RDD estimation indicates a negative relationship between IFII/IFII and HDI (−4.1893), but no statistically significant discontinuity is found around the cutoff. This finding suggests that improvements in Islamic financial inclusion have not yet translated into measurable gains in human development outcomes during the study period, possibly because the benefits of financial inclusion require longer adjustment periods and supportive structural conditions before being reflected in HDI indicators.These findings indicate that financial inclusion alone may be insufficient to improve human development outcomes. Its effectiveness appears to depend on complementary factors such as financial literacy, infrastructure quality, institutional capacity, and the productive utilization of financial services.
References
Abdelghaffar, R. A., Emam, H. A., & Samak, N. A. (2023). Financial inclusion and human development: is there a nexus? Journal of Humanities and Applied Social Sciences, 5(3), 163–177. https://doi.org/10.1108/jhass-11-2021-0178
Ali, M. M., Sakti, M. R. P., & Devi, A. (2019). Developing an Islamic Financial Inclusion Index for Islamic Banks in Indonesia: a Cross-Province Analysis. Journal of Islamic Monetary Economics and Finance, 5(4), 691–712. https://doi.org/10.21098/jimf.v5i4.1098
Allen, F., Demirguc-Kunt, A., Klapper, L., & Martinez Peria, M. S. (2016). The foundations of financial inclusion: Understanding ownership and use of formal accounts. Journal of Financial Intermediation, 27, 1–30. https://doi.org/10.1016/j.jfi.2015.12.003
Ameziane, M. (2024). Islamic Financial Inclusion and Economic Growth in Oic Countries: Panel Quantile Regression Analysis. Journal of Islamic Monetary Economics and Finance, 10(3), 609–630. https://doi.org/10.21098/jimf.v10i3.2150
Anzira, R., Farma, J., & Umuri, K. (2022). Analisis Persepsi dan Dampak Penerapan Qanun Lembaga Keuangan Syariah pada Perkembangan di Aceh. At-Tasyri': Jurnal Ilmiah Prodi Muamalah, Vol. 14(1), pp 75-85.
Azqia, H., Ali, M. M., & Nurhasanah, S. (2023). Indeks Inklusi Keuangan Syariah di Indonesia dan Korelas terhadap Kualitas Hidup Perempuan. Postgraduated Journal of Islamic Economics, Finances and Accounting Studies, Vol 2(1), pp 1-35.
Az Zahra, D. A., & Ajija, S. R. (2023). The Effect of Financial Inclusion on Inclusive Economic Growth in Indonesia. Jurnal Ilmu Ekonomi Terapan, 8(1).
Badan Pengelolaan Keuangan Daerah. (2024). DKI Jakarta menjadi salah satu provinsi di Indonesia yang resmi lepas dari middle income trap. Badan Pengelolaan Keuangan Daerah. https://bpkd.jakarta.go.id/artikel/detail/673
Beik, I. S., & Arsyanti, L. D. (2016). Islamic Economics Development. PT RajaGrafindo Persada.
Bongomin, G. O. C., Munene, J. C., Yourougou, P., & McMillan, D. (2020). Examining the role of financial intermediaries in promoting financial literacy and financial inclusion among the poor in developing countries: Lessons from rural Uganda. Cogent Economics & Finance, 8(1), 1761274. https://doi.org/10.1080/23322039.2020.1761274
BPS Jawa Timur. (2025). Pertumbuhan Ekonomi Jawa Timur Tahun 2024. Badan Pusat Statistik Provinsi Jawa Timur. https://jatim.bps.go.id/id/pressrelease/2025/02/05/1479/ekonomi-jawa-timur-tahun-2024-tumbuh-4-93-persenekonomi-jawa-timur-triwulan-iv-2024-tumbuh-5-03-persen--y-on-y-ekonomi-jawa-timur-triwulan-iv-2024-tumbuh--0-77-persen--q-to-q-.html
Demirgüç-Kunt, A., Klappe, L., Singer, D., & Ansar, S. (2021). The Global Findex Database 2021.
Demirgüç-Kunt, A., Klapper, L. F., Singer, D., & Van Oudheusden, P. (2015). The global findex database 2014: Measuring financial inclusion around the world. World Bank Policy Research Working Paper, 7255.
Demirgüç-Kunt, Klapper, L., Singer, D., & Ansar, S. (2022). The Global Findex Database 2021: Financial inclusion, digital payments, and resilience in the age of COVID-19. World Bank Publications.
Dev, M. (2006). Financial Inclusion: Issues and Challenges. Economic and Political Weekly.
Dibah, F., Suryani, & Sari, L. P. (2021). Preferensi Mahasiswa Menabung di Perbankan Syariah: Studi Pada Mahasiswa Perguruan Tinggi DKI Jakarta. Jurnal Maneksi, Vol 10, No. 2, pp 141-148.
Djokoto, J. G. (2022). Research in Globalization The investment development path and human development : Is there a nexus ? Research in Globalization, 4(October 2021), 100079. https://doi.org/10.1016/j.resglo.2021.100079
Fitri, R., Lia, D. A. Z., & Murniati, A. (2021). Sharia Cooperative Financial Inclusion and Entrepreneurial Orientation To Improve Sharia-Based MSME Empowerment New Normal Era In Malang City. JBMP (Jurnal Bisnis, Manajemen Dan Perbankan), 7(1), 74–92. https://doi.org/10.21070/jbmp.v7i1.1226
Hadi, M., Hadady, H., & Arilaha, M. A. (2025). Pengaruh Literasi Keuangan Dan Akses Pembiayaan Terhadap Kinerja Keuangan UMKM Di Kota Ternate ; Peran Digitalisasi Keuangan Sebagai Variabel Moderasi. Jurnal Mirai Management, 10(1), 581–604.
Hall, H. (2021). What ’ s Happened to Poverty and Inequality in Indonesia over Half a Century ? Asian Development Review, 38(1), 68–97.
Juniyar, N., Lubis, F. R. A., Prastiwi, L. F., & Anita, R. D. (2023). Analisis Determinan Inklusi Keuangan di Indonesia. Journal of Regional Economics and Development, 1(1), 1–10.
Kadin Indonesia. (2024). Profil Ekonomi Provinsi. KADIN INDONESIA Indonesian Chamber of Commerce and Industry. https://kadin.id/data-dan-statistik/profile-ekonomi-provinsi/
Khasanah, I. N. (2024). Deretan Provinsi Paling Padat Penduduk : Ada yang Sampai 50 Juta Orang. CNBC Indonesia. https://www.cnbcindonesia.com/research/20240928122316-128-575330/deretan-provinsi-paling-padat-penduduk-ada-yang-sampai-50-juta-orang
Klapper, L., El-Zoghbi, M., & Hess, J. (2016). Achieving the sustainable development goals: The role of financial inclusion. Washington, DC: CGAP.
KNEKS (Komite Nasional Ekonomi Keuangan Syariah). (2024). Strategi Nasional Literasi Dan Inklusi Ekonomi Dan Keuangan Syariah Indonesia. KNEKS (Komite Nasional Ekonomi Keuangan Syariah).
Ky, K., Zoungrana, T. D., & Missa Sawadogo, W. A. (2025). Financial inclusion and human development within the member states of the West African Economic and Monetary Union (WAEMU): a two-way analysis. Cogent Economics & Finance, 13(1), 2549923.
Le, T., Tu, A., & Taghizadeh-hesary, F. (2019). Borsa _ Istanbul Review Financial inclusion and its impact on financial efficiency and sustainability : Empirical evidence from Asia. Borsa Istanbul Review, 19(4), 310–322. https://doi.org/10.1016/j.bir.2019.07.002
Lenka, S. K., & Barik, R. (2018). Has expansion of mobile phone and internet use spurred financial inclusion in the SAARC countries? Financial Innovation, 4(1), 5. https://doi.org/10.1186/s40854-018-0089-x
Lubis, D., & Ramadhoni, M. G. (2020). Analisis Keterkaitan Inklusi Keuangan Syariah dengan Pembangunan di Negara Anggota OKI. Al-Muzara’Ah, 7(2), 1–16. https://doi.org/10.29244/jam.7.2.1-16
Lyman, T., & Lauer, K. (2015). What is digital financial inclusion and why does it matter. CGAP Blog, March, 10.
Mapuasari, S. A., & Naufa, A. M. (2022). Profiling Financial Inclusion In Indonesia: Does It Support Bank Savings and Human Development Index? JIMFE (Jurnal Ilmiah Manajemen Fakultas Ekonomi), 8(1), 137–150.
Mardliyah, I. (2024). Paradoks pertumbuhan ekonomi Indonesia : Antara pembangunan infrastruktur dan ketimpangan sosial- ekonomi. 2(11), 1272–1282.
Matekenya, W., Moyo, C., & Jeke, L. (2021). Financial inclusion and human development: Evidence from Sub-Saharan Africa. Development Southern Africa, 38(5), 683–700. https://doi.org/10.1080/0376835X.2020.1799760
Mhlanga, D. (2022). Digital financial inclusion: Revisiting poverty theories in the context of the fourth industrial revolution. Springer Nature.
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, Vol. 10, No. 1, pp 135-154.
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). https://doi.org/10.1186/s40008-020-00214-4
Otoritas Jasa Keuangan Indonesia. (2021). Strategi nasional literasi keuangan Indonesia.
Ozili, P. K. (2020a). Munich Personal RePEc Archive Theories of urban externalities THEORIES OF URBAN. 24614.
Ozili, P. K. (2020b). Theories of Financial Inclusion. In E. Özen & S. Grima (Eds.), Uncertainty and Challenges in Contemporary Economic Behaviour (p. 0). Emerald Publishing Limited. https://doi.org/10.1108/978-1-80043-095-220201008
Park, C.-Y., & Mercado Jr, R. (2018). Financial inclusion, poverty, and income inequality. The Singapore Economic Review, 63(01), 185–206.
Pemprov Jawa Tengah. (2025). BPS RI : Data Statistik Pembangunan Ekonomi Jateng Penting bagi Nasional. Portal Informasi Warga Jawa Tengah. https://jatengprov.go.id/publik/bps-ri-data-statistik-pembangunan-ekonomi-jateng-penting-bagi-nasional/
Pramesty, N. P. L., & Parulian, F. M. D. (2025). Industri dan Pengentasan Kemiskinan di Nusa Tenggara Timur: Pendekatan Analisis Data Panel. BPS Provinsi NTT: Jurnal Statistika Terapan, 5(1), 141-155.
Ridwan, Chairunnisa, Lutfi, M., & Kadir, A. (2025). Lembaga Industri Keuangan Syariah: Konsep, Model dan Implementasinya di Indonesia. Jurnal Penelitian Ilmiah Interdisipliner, 9(7), 78–88.
Rozalinda, Afrida, Y., Abdullah, I., Prasojo, Z. H., Ulfah, M., Saka, P. A., & Nelli, J. (2024). Economic empowerment of unbanked women through financial inclusion in Indonesia. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2407921
Rumbogo, T., McCann, P., Hermes, N., & Venhorst, V. (2021). Financial inclusion and inclusive development in Indonesia. In Challenges of governance: Development and regional integration in Southeast Asia and ASEAN (pp. 161–181). Springer.
Sahay, R., Cihak, M., N’Diaye, P., Barajas, A., Mitra, S., Kyobe, A., Mooii, Y. N., & Yousefi, S. R. (2018). Banking of the Future - Finance in the digital Age. IMF Staff DIscussion Note, 3(July), 16. https://www.imf.org/external/pubs/ft/sdn/2015/sdn1517.pdf
Sarjito, A. (2024). Dampak Kemiskinan terhadap Akses Pelayanan Kesehatan di Indonesia. Jurnal Ilmu Sosial, Politik, Dan Pemerintahan, 13(1), 397–416.
Sarma, M., & Pais, J. (2008). Financial Inclusion and Development: A Cross Country Analysis. In Annual Conference of the Human Development and Capability Association, New Delhi, 168(10–13), 1–30. https://doi.org/10.1002/jid
Sarma, M. (2012). Index of Financial Inclusion – A measure of financial sector inclusiveness. Berlin Working Papers on Money, Finance, Trade and Development Working, 07.
Sarma, M. (2015). Measuring Financial Inclusion. Economics Bulletin, Vol. 35 (1), pp 1-9.
Shadish, W. R., & Luellen, J. K. (2005). Regression discontinuity design. Encyclopedia of Statistics in Behavioral Science.
Siswa, I., & Agustin, G. (2020). Analisis Pengaruh Inklusi Keuangan terhadap Indeks Pembangunan Manusia di Indonesia Tahun 2015-2018. 17(2), 121–130.
Sulistiyono, Badriati, B. E., & Mulhimmah, B. R. (2025). Peran Bank NTB Syariah dalam Mendukung Pembangunan Ekonomi Berkelanjutan di Nusa Tenggara Barat. SYARIKAT: Jurnal Rumpun Ekonomi Syariah, Vol 8, No. 1, pp 259-272.
Suseno, P. & Fitriyani, Y. (2018). Role of the Development of Islamic Finance to Financial Inclusion: Empirical Study in Islamic Banking Countries. Jurnal Ekonomi & Keuangan Islam, Vol. 4, No. 1, pp 1-8.
Tanner, K. (2002). Chapter 7 - Experimental research designs. In K. Williamson, A. Bow, F. Burstein, P. Darke, R. Harvey, G. Johanson, S. McKemmish, M. Oosthuizen, S. Saule, D. Schauder, G. Shanks, & K. B. T.-R. M. for S. Tanner Academics and Professionals (Second Edition) (Eds.), Topics in Australasian Library and Information Studies (pp. 125–146). Chandos Publishing. https://doi.org/https://doi.org/10.1016/B978-1-876938-42-0.50015-0
Tyrer, S., & Heyman, B. (2016). Sampling in epidemiological research: issues, hazards and pitfalls. BJPsych Bulletin, 40(2), 57–60. https://doi.org/10.1192/pb.bp.114.050203
Umar, A. I. (2017). Index of Syariah Financial Inclusion in Indonesia. Buletin Ekonomi Moneter Dan Perbankan, 20(1), 99–126. https://doi.org/10.21098/bemp.v20i1.726
United Nations Development Programme. (2024). The 2023/2024 Human Development Report.
World Bank Group. (2022). Global economic prospects, January 2022. World Bank Publications.
Zahara, S. N., Ruhadi, & Setiawan. (2021). Analisis Pengaruh Inklusi Keuangan Syariah terhadap Indeks Pembangunan Manusia di Indonesia. Journal of Applied Islamic Economics and Finance, Vol. 2, No. 1, pp 164-177, DOI 10.35313/jaief.v2i1.2875
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