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Disaggregating digital financial inclusion in Africa: Explaining within- and between-country variance

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  • Nyakurukwa, Kingstone
  • Seetharam, Yudhvir
  • Chipeta, Chimwemwe

Abstract

This study examines the extent to which individual- and country-level characteristics account for variations in the use of digital payments across 36 African countries. Using a two-level random intercept multilevel probit model, we analyse cross-sectional data to estimate the probability of digital financial inclusion while accounting for the hierarchical structure of individuals nested within countries. The analysis quantifies the proportion of variance in digital payment usage that is attributable to country-level versus individual-level factors, using intraclass correlation coefficients (ICCs). The results reveal that most of the explained variance (75 %) stems from individual characteristics like age, education, gender, income, employment, and internet access. However, country-level factors;particularly national education levels and employment levels, also play a meaningful role. These findings highlight the importance of both micro- and macro-level determinants in shaping digital financial behaviours and demonstrate the need for context-sensitive policies to promote inclusive digital finance.

Suggested Citation

  • Nyakurukwa, Kingstone & Seetharam, Yudhvir & Chipeta, Chimwemwe, 2025. "Disaggregating digital financial inclusion in Africa: Explaining within- and between-country variance," Finance Research Letters, Elsevier, vol. 84(C).
    • Handle: RePEc:eee:finlet:v:84:y:2025:i:c:s1544612325010347
    DOI: 10.1016/j.frl.2025.107776
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    References listed on IDEAS

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    1. Asli Demirgüç-Kunt & Leora Klapper & Dorothe Singer & Saniya Ansar & Jake Hess, 2020. "The Global Findex Database 2017: Measuring Financial Inclusion and Opportunities to Expand Access to and Use of Financial Services," The World Bank Economic Review, World Bank, vol. 34(Supplemen), pages 2-8.
    2. Nyakurukwa, Kingstone & Seetharam, Yudhvir & Chipeta, Chimwemwe, 2025. "The role of acquaintances' characteristics in shaping digital payment technology," Finance Research Letters, Elsevier, vol. 76(C).
    3. Kouladoum, Jean-Claude & Wirajing, Muhamadu Awal Kindzeka & Nchofoung, Tii N., 2022. "Digital technologies and financial inclusion in Sub-Saharan Africa," Telecommunications Policy, Elsevier, vol. 46(9).
    4. Philip Mader, 2018. "Contesting Financial Inclusion," Development and Change, International Institute of Social Studies, vol. 49(2), pages 461-483, March.
    5. Basnayake, Dananjani & Naranpanawa, Athula & Selvanathan, Saroja & Bandara, Jayatilleke S., 2024. "Financial inclusion through digitalization and economic growth in Asia-Pacific countries," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    6. Susan Johnson & Max Nino-Zarazua, 2011. "Financial Access and Exclusion in Kenya and Uganda," Journal of Development Studies, Taylor & Francis Journals, vol. 47(3), pages 475-496.
    7. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim, 2023. "Financial inclusion, economic growth and the role of digital technology," Finance Research Letters, Elsevier, vol. 53(C).
    8. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-338, May.
    9. 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.
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