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Digital financial services adoption: a retrospective time-to-event analysis approach

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  • Richard Chamboko

    (International Finance Corporation, World Bank Group
    University of the Free State)

Abstract

Expanding digital financial services (DFS) such as mobile money has become a key policy intervention for many developing and emerging countries as they seek to fast-track financial and economic inclusion. To date, adults in these markets have had more mobile money accounts than traditional bank accounts. Numerous studies have used binary approaches to understand the factors explaining DFS adoption. However, there is a dearth of studies, that investigate the time to DFS adoption and factors that predict time to adoption. To close this gap, this study used a time-to-event analysis approach to estimate the time to DFS adoption and investigate the factors that explain the variation in time to adoption. Using a sample of 1800 survey respondents from Zimbabwe, the study found that it took 4.4 and 8.5 years, respectively, for urban and rural residents to adopt DFS. Overall, the findings show that individuals who are significantly more likely to adopt DFS faster are those residing in urban areas, near mobile money agents, banked, with high levels of education and financial literacy, middle-aged, belonging to social groups, and self-employed. In addition, an expansionary macroeconomic environment was associated with greater DFS adoption intensities. The findings also show that gender and income level do not predict the time to DFS adoption in the studied market. This study provides policy and practitioner recommendations for possible actions to accelerate the adoption of DFS.

Suggested Citation

  • Richard Chamboko, 2024. "Digital financial services adoption: a retrospective time-to-event analysis approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 10(1), pages 1-27, December.
  • Handle: RePEc:spr:fininn:v:10:y:2024:i:1:d:10.1186_s40854-023-00568-1
    DOI: 10.1186/s40854-023-00568-1
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    References listed on IDEAS

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    1. Robert L. Clark & Melinda Sandler Morrill & Steven G. Allen, 2012. "The Role Of Financial Literacy In Determining Retirement Plans," Economic Inquiry, Western Economic Association International, vol. 50(4), pages 851-866, October.
    2. Catia Batista & Pedro C. Vicente, 2020. "Adopting Mobile Money: Evidence from an Experiment in Rural Africa," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 594-598, May.
    3. Haruna Sekabira & Matin Qaim, 2017. "Mobile money, agricultural marketing, and off-farm income in Uganda," Agricultural Economics, International Association of Agricultural Economists, vol. 48(5), pages 597-611, September.
    4. Ggombe Kasim Munyegera & Tomoya Matsumoto, 2018. "ICT for financial access: Mobile money and the financial behavior of rural households in Uganda," Review of Development Economics, Wiley Blackwell, vol. 22(1), pages 45-66, February.
    5. Komlan Gbongli & Yongan Xu & Komi Mawugbe Amedjonekou, 2019. "Extended Technology Acceptance Model to Predict Mobile-Based Money Acceptance and Sustainability: A Multi-Analytical Structural Equation Modeling and Neural Network Approach," Sustainability, MDPI, vol. 11(13), pages 1-33, July.
    6. Asongu, Simplice A. & Biekpe, Nicholas & Cassimon, Danny, 2020. "Understanding the greater diffusion of mobile money innovations in Africa," Telecommunications Policy, Elsevier, vol. 44(8).
    7. Conrad Murendo & Meike Wollni & Alan De Brauw & Nicholas Mugabi, 2018. "Social Network Effects on Mobile Money Adoption in Uganda," Journal of Development Studies, Taylor & Francis Journals, vol. 54(2), pages 327-342, February.
    8. Sionfou Seydou Coulibaly, 2021. "A study of the factors affecting mobile money penetration rates in the West African Economic and Monetary Union (WAEMU) compared with East Africa," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-26, December.
    9. Rayner Tabetando & Tomoya Matsumoto, 2020. "Mobile money, risk sharing, and educational investment: Panel evidence from rural Uganda," Review of Development Economics, Wiley Blackwell, vol. 24(1), pages 84-105, February.
    10. Richard Chamboko & Jorge Miguel Bravo, 2020. "A Multi-State Approach to Modelling Intermediate Events and Multiple Mortgage Loan Outcomes," Risks, MDPI, vol. 8(2), pages 1-29, June.
    11. George Okello Candiya Bongomin & Joseph M Ntayi & John C. Munene & Charles Akol Malinga, 2018. "Mobile Money and Financial Inclusion in Sub-Saharan Africa: the Moderating Role of Social Networks," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 361-384, July.
    12. Fred D. Davis & Richard P. Bagozzi & Paul R. Warshaw, 1989. "User Acceptance of Computer Technology: A Comparison of Two Theoretical Models," Management Science, INFORMS, vol. 35(8), pages 982-1003, August.
    13. W. Craig Riddell & Xueda Song, 2017. "The Role of Education in Technology Use and Adoption: Evidence from the Canadian Workplace and Employee Survey," ILR Review, Cornell University, ILR School, vol. 70(5), pages 1219-1253, October.
    14. Komivi Afawubo & Mawuli K. Couchoro & Messan Agbaglah & Tchapo Gbandi, 2020. "Mobile money adoption and households’ vulnerability to shocks: Evidence from Togo," Applied Economics, Taylor & Francis Journals, vol. 52(10), pages 1141-1162, February.
    15. J Banasik & J N Crook & L C Thomas, 1999. "Not if but when will borrowers default," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(12), pages 1185-1190, December.
    16. Isaac Mbiti & David N. Weil, 2015. "Mobile Banking: The Impact of M-Pesa in Kenya," NBER Chapters, in: African Successes, Volume III: Modernization and Development, pages 247-293, National Bureau of Economic Research, Inc.
    17. Eduardo Polloni-Silva & Naijela da Costa & Herick Fernando Moralles & Mario Sacomano Neto, 2021. "Does Financial Inclusion Diminish Poverty and Inequality? A Panel Data Analysis for Latin American Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 158(3), pages 889-925, December.
    18. Shareef, Mahmud Akhter & Baabdullah, Abdullah & Dutta, Shantanu & Kumar, Vinod & Dwivedi, Yogesh K., 2018. "Consumer adoption of mobile banking services: An empirical examination of factors according to adoption stages," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 54-67.
    19. Aparna Gosavi, 2018. "Can Mobile Money Help Firms Mitigate the Problem of Access to Finance in Eastern sub-Saharan Africa?," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 343-360, July.
    20. 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.
    21. Richard Chamboko & Jorge M. Bravo, 2016. "On the modelling of prognosis from delinquency to normal performance on retail consumer loans," Risk Management, Palgrave Macmillan, vol. 18(4), pages 264-287, December.
    22. William Jack & Tavneet Suri, 2014. "Risk Sharing and Transactions Costs: Evidence from Kenya's Mobile Money Revolution," American Economic Review, American Economic Association, vol. 104(1), pages 183-223, January.
    23. Tong, Edward N.C. & Mues, Christophe & Thomas, Lyn C., 2012. "Mixture cure models in credit scoring: If and when borrowers default," European Journal of Operational Research, Elsevier, vol. 218(1), pages 132-139.
    24. Eric Osei-Assibey, 2015. "What drives behavioral intention of mobile money adoption? The case of ancient susu saving operations in Ghana," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(11), pages 962-979, November.
    25. Amina Abdinoor & Ulingeta O.L. Mbamba, 2017. "Factors influencing consumers’ adoption of mobile financial services in Tanzania," Cogent Business & Management, Taylor & Francis Journals, vol. 4(1), pages 1392273-139, January.
    26. Mario Cleves & William W. Gould & Roberto G. Gutierrez & Yulia Marchenko, 2010. "An Introduction to Survival Analysis Using Stata," Stata Press books, StataCorp LP, edition 3, number saus3, March.
    27. Richard Chamboko & Sevias Guvuriro, 2022. "On the predictors of loan utilization and delinquency among microfinance borrowers in Zimbabwe: A Poisson regression approach," Cogent Economics & Finance, Taylor & Francis Journals, vol. 10(1), pages 2111799-211, December.
    28. Riley, Emma, 2018. "Mobile money and risk sharing against village shocks," Journal of Development Economics, Elsevier, vol. 135(C), pages 43-58.
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