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Bridging the gender credit gap in low-income countries: The impact of digital financial inclusion

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  • Oluoch, Wycliffe
  • Alhassan, Abdul Latif

Abstract

Drawing on multiple waves of Kenya's FinAccess surveys, this study reveals a growing gender gap in demand for and access to credit from digital channels in Kenya. Women are less likely to apply for digital loans, and those who apply face disproportionately lower approval rates. In contrast, there is no significant gender gap in either demand or access to traditional bank loans. These findings are robust across various contexts (rural vs. urban households, rich vs. poor counties). We conclude that digital finance does not bridge the gender credit gap in Kenya; instead, it is widening it. The barriers may include algorithmic credit screening models that inadvertently perpetuate societal bias against women. Consequently, emphasis should be placed on inclusive policies that enhance access to digital devices and mandate audits of lending algorithms to identify and address embedded gender biases.

Suggested Citation

  • Oluoch, Wycliffe & Alhassan, Abdul Latif, 2026. "Bridging the gender credit gap in low-income countries: The impact of digital financial inclusion," Emerging Markets Review, Elsevier, vol. 70(C).
    • Handle: RePEc:eee:ememar:v:70:y:2026:i:c:s1566014125001384
    DOI: 10.1016/j.ememar.2025.101389
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    1. Florence D. Mndolwa & Abdul Latif Alhassan, 2020. "Gender disparities in financial inclusion: Insights from Tanzania," African Development Review, African Development Bank, vol. 32(4), pages 578-590, December.
    2. de Moraes, Claudio Oliveira & Roquete, Raphael Moses & Gawryszewski, Gustavo, 2023. "Who needs cash? Digital finance and income inequality," The Quarterly Review of Economics and Finance, Elsevier, vol. 91(C), pages 84-93.
    3. Andreas Fuster & Paul Goldsmith‐Pinkham & Tarun Ramadorai & Ansgar Walther, 2022. "Predictably Unequal? The Effects of Machine Learning on Credit Markets," Journal of Finance, American Finance Association, vol. 77(1), pages 5-47, February.
    4. Nicholas O. Alozie & Patience Akpan-Obong, 2017. "The Digital Gender Divide: Confronting Obstacles to Women's Development in Africa," Development Policy Review, Overseas Development Institute, vol. 35(2), pages 137-160, January.
    5. Bartlett, Robert & Morse, Adair & Stanton, Richard & Wallace, Nancy, 2022. "Consumer-lending discrimination in the FinTech Era," Journal of Financial Economics, Elsevier, vol. 143(1), pages 30-56.
    6. Peterson K. Ozili, 2018. "Impact of digital finance on financial inclusion and stability," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 329-340, December.
    7. Zhang, Xiaoyan & Li, Jinbao & Xiang, Dong & Worthington, Andrew C., 2023. "Digitalization, financial inclusion, and small and medium-sized enterprise financing: Evidence from China," Economic Modelling, Elsevier, vol. 126(C).
    8. Mathia Sinning & Markus Hahn & Thomas K. Bauer, 2008. "The Blinder–Oaxaca decomposition for nonlinear regression models," Stata Journal, StataCorp LLC, vol. 8(4), pages 480-492, December.
    9. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
    10. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    11. Aterido, Reyes & Beck, Thorsten & Iacovone, Leonardo, 2013. "Access to Finance in Sub-Saharan Africa: Is There a Gender Gap?," World Development, Elsevier, vol. 47(C), pages 102-120.
    12. Rink, Ute & Walle, Yabibal M. & Klasen, Stephan, 2021. "The financial literacy gender gap and the role of culture," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 117-134.
    13. Barthélémy, Sylvain & Binet, Marie-Estelle & Pentecôte, Jean-Sébastien, 2020. "Worldwide economic recoveries from financial crises through the decades," Journal of International Money and Finance, Elsevier, vol. 105(C).
    14. Ayse Demir & Vanesa Pesqué-Cela & Yener Altunbas & Victor Murinde, 2022. "Fintech, financial inclusion and income inequality: a quantile regression approach," The European Journal of Finance, Taylor & Francis Journals, vol. 28(1), pages 86-107, January.
    15. Kodongo, Odongo, 2024. "Financial inclusion effects of engaging with the fintech ecosystem," International Review of Economics & Finance, Elsevier, vol. 96(PB).
    16. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    17. Chen, S. & Doerr, S. & Frost, J. & Gambacorta, L. & Shin, H.S., 2023. "The fintech gender gap," Journal of Financial Intermediation, Elsevier, vol. 54(C).
    18. Jon Frost & Leonardo Gambacorta & Yi Huang & Hyun Song Shin & Pablo Zbinden, 2019. "BigTech and the changing structure of financial intermediation," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 761-799.
    19. Croux, Christophe & Jagtiani, Julapa & Korivi, Tarunsai & Vulanovic, Milos, 2020. "Important factors determining Fintech loan default: Evidence from a lendingclub consumer platform," Journal of Economic Behavior & Organization, Elsevier, vol. 173(C), pages 270-296.
    20. Cornelli, Giulio & Frost, Jon & Gambacorta, Leonardo & Rau, P. Raghavendra & Wardrop, Robert & Ziegler, Tania, 2023. "Fintech and big tech credit: Drivers of the growth of digital lending," Journal of Banking & Finance, Elsevier, vol. 148(C).
    21. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    22. Odongo Kodongo, 2018. "Financial Regulations, Financial Literacy, and Financial Inclusion: Insights from Kenya," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(12), pages 2851-2873, September.
    23. Zhiqiang Lu & Junjie Wu & Hongyu Li & Duc Khuong Nguyen, 2022. "Local Bank, Digital Financial Inclusion and SME Financing Constraints: Empirical Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(6), pages 1712-1725, May.
    24. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    25. Franklin Allen & Xian Gu & Julapa Jagtiani, 2021. "A Survey of Fintech Research and Policy Discussion," Review of Corporate Finance, now publishers, vol. 1(3-4), pages 259-339, July.
    26. Ahmad, Ahmad Hassan & Green, Christopher J. & Jiang, Fei & Murinde, Victor, 2023. "Mobile money, ICT, financial inclusion and growth: How different is Africa?," Economic Modelling, Elsevier, vol. 121(C).
    27. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2020. "Gender gap in peer-to-peer lending: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 112(C).
    28. Agier, Isabelle & Szafarz, Ariane, 2013. "Microfinance and Gender: Is There a Glass Ceiling on Loan Size?," World Development, Elsevier, vol. 42(C), pages 165-181.
    29. Emma Galli & Danilo Valerio Mascia & Stefania Patrizia Sonia Rossi, 2018. "Does Corruption Influence the Self-Restraint Attitude of Women-led SMEs towards Bank Lending?," CESifo Economic Studies, CESifo Group, vol. 64(3), pages 426-455.
    30. Yoke Wang Tok & Dyna Heng, 2022. "Fintech: Financial Inclusion or Exclusion?," IMF Working Papers 2022/080, International Monetary Fund.
    31. Mascia, Danilo V. & Rossi, Stefania P.S., 2017. "Is there a gender effect on the cost of bank financing?," Journal of Financial Stability, Elsevier, vol. 31(C), pages 136-153.
    32. Ma, Qianli & Xu, Lei & Anwar, Sajid & Lu, Zenghua, 2023. "Banking competition and the use of shadow credit: Evidence from lending marketplaces," Global Finance Journal, Elsevier, vol. 58(C).
    33. Purva Khera & Miss Stephanie Y Ng & Ms. Sumiko Ogawa & Ms. Ratna Sahay, 2021. "Is Digital Financial Inclusion Unlocking Growth?," IMF Working Papers 2021/167, International Monetary Fund.
    34. Emma Galli & Danilo V. Mascia & Stefania P. S. Rossi, 2020. "Bank credit constraints for women‐led SMEs: Self‐restraint or lender bias?," European Financial Management, European Financial Management Association, vol. 26(4), pages 1147-1188, September.
    35. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    36. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    37. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    38. Md Abdullah Omar & Kazuo Inaba, 2020. "Does financial inclusion reduce poverty and income inequality in developing countries? A panel data analysis," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 9(1), pages 1-25, December.
    39. Demirguc-Kunt, Asli & Klapper, Leora, 2012. "Measuring financial inclusion : the Global Findex Database," Policy Research Working Paper Series 6025, The World Bank.
    40. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    41. Lee, Jean N. & Morduch, Jonathan & Ravindran, Saravana & Shonchoy, Abu S., 2022. "Narrowing the gender gap in mobile banking," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 276-293.
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