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Technological change, completeness of financing microstructures, and impact on well-being and income inequality

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  • Sodokin, Koffi
  • Djafon, Joseph Kokouvi
  • Dandonougbo, Yevessé
  • Akakpo, Afi
  • Couchoro, Mawuli K.
  • Agbodji, Akoété Ega

Abstract

Financing microstructures are increasingly recognized as critical for promoting financial inclusion and improving overall well-being in developing countries. In practice, the digital transformation in finance has the potential to accelerate the optimal functioning of financing microstructures, including households' access to microfinance and microinsurance. Increased access to finance can lead to a reduction in income inequality and overall well-being for households. This paper investigates the impact of access to digital finance and financing microstructures on household well-being and the reduction of income inequality. To achieve this, we use a combination of propensity score matching, double difference, and smooth instrumental quantile regression as estimation methods with two periods of survey data. Specifically, the paper uses the FinScope consumer data (2016) and the Harmonized Living Standards Measurement Study (2018) from Togo in a comparative perspective. The results suggest that access to both digital finance and financing microstructure is a cultural game-changer that significantly improves overall household well-being and contributes to reducing income inequality.

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  • Sodokin, Koffi & Djafon, Joseph Kokouvi & Dandonougbo, Yevessé & Akakpo, Afi & Couchoro, Mawuli K. & Agbodji, Akoété Ega, 2023. "Technological change, completeness of financing microstructures, and impact on well-being and income inequality," Telecommunications Policy, Elsevier, vol. 47(6).
    • Handle: RePEc:eee:telpol:v:47:y:2023:i:6:s0308596123000824
    DOI: 10.1016/j.telpol.2023.102571
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    1. Dror, David M. & Soriano, Elmer S. & Lorenzo, Marilyn E. & Sarol, Jesus Jr. & Azcuna, Rosebelle S. & Koren, Ruth, 2005. "Field based evidence of enhanced healthcare utilization among persons insured by micro health insurance units in Philippines," Health Policy, Elsevier, vol. 73(3), pages 263-271, September.
    2. Joel L. Horowitz, 1998. "Bootstrap Methods for Median Regression Models," Econometrica, Econometric Society, vol. 66(6), pages 1327-1352, November.
    3. Zeller, Manfred & Sharma, Manohar, 1998. "Rural finance and poverty alleviation," Food policy reports 8, International Food Policy Research Institute (IFPRI).
    4. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    5. Carter, Michael R. & Janzen, Sarah A., 2018. "Social protection in the face of climate change: targeting principles and financing mechanisms," Environment and Development Economics, Cambridge University Press, vol. 23(3), pages 369-389, June.
    6. Paul Mosley, 2009. "Assessing the success of microinsurance programmes in meeting the insurance needs of the poor," Working Papers 84, United Nations, Department of Economics and Social Affairs.
    7. Jennifer Clapp & S. Ryan Isakson, 2018. "Risky Returns: The Implications of Financialization in the Food System," Development and Change, International Institute of Social Studies, vol. 49(2), pages 437-460, March.
    8. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    9. David M. Kaplan, 2022. "Smoothed instrumental variables quantile regression," Stata Journal, StataCorp LP, vol. 22(2), pages 379-403, June.
    10. Koffi Sodokin, 2021. "Comparative analysis, cash transfers, household investment and inequality reduction in Togo," Applied Economics, Taylor & Francis Journals, vol. 53(23), pages 2598-2614, May.
    11. Song, Quanyun & Li, Jie & Wu, Yu & Yin, Zhichao, 2020. "Accessibility of financial services and household consumption in China: Evidence from micro data," The North American Journal of Economics and Finance, Elsevier, vol. 53(C).
    12. Zhao, Weimin, 2019. "Does health insurance promote people's consumption? New evidence from China," China Economic Review, Elsevier, vol. 53(C), pages 65-86.
    13. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    14. Signe-Mary McKernan, 2002. "The Impact Of Microcredit Programs On Self-Employment Profits: Do Noncredit Program Aspects Matter?," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 93-115, February.
    15. Mahjabeen, Rubana, 2008. "Microfinancing in Bangladesh: Impact on households, consumption and welfare," Journal of Policy Modeling, Elsevier, vol. 30(6), pages 1083-1092.
    16. Omane-Adjepong, Maurice & Ababio, Kofi Agyarko & Alagidede, Imhotep Paul, 2019. "Time-frequency analysis of behaviourally classified financial asset markets," Research in International Business and Finance, Elsevier, vol. 50(C), pages 54-69.
    17. Abdul Latif Alhassan & Noluyolo Magazi, 2021. "Microinsurance and household asset welfare in South Africa," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 46(3), pages 358-382, July.
    18. Mark M. Pitt & Shahidur R. Khandker, 1998. "The Impact of Group-Based Credit Programs on Poor Households in Bangladesh: Does the Gender of Participants Matter?," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 958-996, October.
    19. Kazushi Takahashi & Christopher B. Barrett, 2014. "The System of Rice Intensification and its Impacts on Household Income and Child Schooling: Evidence from Rural Indonesia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 269-289.
    20. Kaplan, David M. & Sun, Yixiao, 2017. "Smoothed Estimating Equations For Instrumental Variables Quantile Regression," Econometric Theory, Cambridge University Press, vol. 33(1), pages 105-157, February.
    21. G. Geoffrey Booth & Ji-Chai Lin & Teppo Martikainen & Yiuman Tse, 2002. "Trading and Pricing in Upstairs and Downstairs Stock Markets," The Review of Financial Studies, Society for Financial Studies, vol. 15(4), pages 1111-1135.
    22. Beatriz Armendáriz & Jonathan Morduch, 2010. "The Economics of Microfinance, Second Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262014106, April.
    23. Bruno Crépon & Florencia Devoto & Esther Duflo & William Parienté, 2015. "Estimating the Impact of Microcredit on Those Who Take It Up: Evidence from a Randomized Experiment in Morocco," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 123-150, January.
    24. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    25. Gnawali, Devendra Prasad & Pokhrel, Subhash & Sié, Ali & Sanon, Mamadou & De Allegri, Manuela & Souares, Aurélia & Dong, Hengjin & Sauerborn, Rainer, 2009. "The effect of community-based health insurance on the utilization of modern health care services: Evidence from Burkina Faso," Health Policy, Elsevier, vol. 90(2-3), pages 214-222, May.
    26. Maricruz Lacalle†Calderon & Manuel Perez†Trujillo & Isabel Neira, 2018. "Does Microfinance Reduce Poverty among the Poorest? A Macro Quantile Regression Approach," The Developing Economies, Institute of Developing Economies, vol. 56(1), pages 51-65, March.
    27. Ali Israa Ali Mahmoud & Ghoneim Hebatallah, 2019. "The effect of microfinance on income inequality: Perspective of developing countries," Journal of Economics and Management, Sciendo, vol. 35(1), pages 40-62, March.
    28. Polimeni, Rachel & Levine, David I., 2012. "Prices Matter: Comparing Two Tests of Adverse Selection in Health Insurance," Institute for Research on Labor and Employment, Working Paper Series qt135813k8, Institute of Industrial Relations, UC Berkeley.
    29. Djahini-Afawoubo, Dossè Mawussi & Couchoro, Mawuli Kodjovi & Atchi, Fambari Kokou, 2023. "Does mobile money contribute to reducing multidimensional poverty?," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    30. Hashemi, Syed M. & Schuler, Sidney Ruth & Riley, Ann P., 1996. "Rural credit programs and women's empowerment in Bangladesh," World Development, Elsevier, vol. 24(4), pages 635-653, April.
    31. Abhijit Banerjee & Esther Duflo & Rachel Glennerster & Cynthia Kinnan, 2015. "The Miracle of Microfinance? Evidence from a Randomized Evaluation," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 22-53, January.
    32. Wagstaff, Adam & Lindelow, Magnus & Jun, Gao & Ling, Xu & Juncheng, Qian, 2009. "Extending health insurance to the rural population: An impact evaluation of China's new cooperative medical scheme," Journal of Health Economics, Elsevier, vol. 28(1), pages 1-19, January.
    33. Marc Labie & Marthe Nyssens & Pascal Wélé, 2007. "Microfinance et micro-assurance santé : réflexions sur des articulations possibles à partir de quelques expériences au Bénin et au Burkina Faso," Mondes en développement, De Boeck Université, vol. 0(3), pages 57-71.
    34. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
    35. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    36. Alessandro Tarozzi & Jaikishan Desai & Kristin Johnson, 2015. "The Impacts of Microcredit: Evidence from Ethiopia," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 54-89, January.
    37. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    38. Joseph Oscar Akotey & Charles K. D. Adjasi, 2018. "Microinsurance And Consumption Smoothing Among Low-Income Households In Ghana," Journal of Developing Areas, Tennessee State University, College of Business, vol. 52(4), pages 151-165, October-D.
    39. Claudio Scardovi, 2017. "Digital Transformation in Financial Services," Springer Books, Springer, number 978-3-319-66945-8, January.
    40. David M. Dror & Alexander S. Preker, 2002. "Social Reinsurance : A New Approach to Sustainable Community Health Financing," World Bank Publications - Books, The World Bank Group, number 15211.
    41. 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.
    42. Akotey, Joseph Oscar & Adjasi, Charles K.D., 2016. "Does Microcredit Increase Household Welfare in the Absence of Microinsurance?," World Development, Elsevier, vol. 77(C), pages 380-394.
    43. Appiah-Otoo, Isaac & Song, Na, 2021. "The impact of ICT on economic growth-Comparing rich and poor countries," Telecommunications Policy, Elsevier, vol. 45(2).
    44. Jagadish Prasad Bist, 2018. "Financial development and economic growth: Evidence from a panel of 16 African and non-African low-income countries," Cogent Economics & Finance, Taylor & Francis Journals, vol. 6(1), pages 1449780-144, January.
    45. 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.
    46. Jennifer T. Lai & Isabel K. M. Yan & Xingjian Yi & Hao Zhang, 2020. "Digital Financial Inclusion and Consumption Smoothing in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 28(1), pages 64-93, January.
    47. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    48. Liverpool-Tasie, Lenis Saweda O. & Ogunleye,Wale Olatunji & Omonona,Bolarin Titus & Sanou,Awa & Liverpool-Tasie, Lenis Saweda O. & Ogunleye,Wale Olatunji & Omonona,Bolarin Titus & Sanou,Awa, 2015. "Is increasing inorganic fertilizer use in Sub-Saharan Africa a profitable proposition ? evidence from Nigeria," Policy Research Working Paper Series 7201, The World Bank.
    49. Zhang Quanda, 2017. "Does microfinance reduce poverty? Some international evidence," The B.E. Journal of Macroeconomics, De Gruyter, vol. 17(2), pages 1-13, June.
    50. Xiaoyan Lei & Wanchuan Lin, 2009. "The New Cooperative Medical Scheme in rural China: does more coverage mean more service and better health?," Health Economics, John Wiley & Sons, Ltd., vol. 18(S2), pages 25-46, July.
    51. Goetz, Anne Marie & Gupta, Rina Sen, 1996. "Who takes the credit? Gender, power, and control over loan use in rural credit programs in Bangladesh," World Development, Elsevier, vol. 24(1), pages 45-63, January.
    52. Akter, Sonia & Brouwer, Roy & Chowdhury, Saria & Aziz, Salina, 2008. "Determinants of Participation in a Catastrophe Insurance Programme: Empirical Evidence from a Developing Country," 2008 Conference (52nd), February 5-8, 2008, Canberra, Australia 5984, Australian Agricultural and Resource Economics Society.
    53. Buffie, Edward F., 1984. "Financial repression, the new structuralists, and stabilization policy in semi-industrialized economies," Journal of Development Economics, Elsevier, vol. 14(3), pages 305-322, April.
    54. Koffi Sodokin & Charles Donou-Adonsou, 2010. "Banks, Microfinance Institutions and Economic Growth in the West African Economic and Monetary Union," African Development Review, African Development Bank, vol. 22(4), pages 495-510.
    55. Binagwaho, Agnes & Hartwig, Renate & Ingeri, Denyse & Makaka, Andrew, 2012. "Mutual health insurance and its contribution to improving child health in Rwanda," Passauer Diskussionspapiere, Volkswirtschaftliche Reihe V-66-12, University of Passau, Faculty of Business and Economics.
    56. van Wijnbergen, Sweder, 1983. "Credit policy, inflation and growth in a financially repressed economy," Journal of Development Economics, Elsevier, vol. 13(1-2), pages 45-65.
    57. Temesgen Fitamo Bocher & Bamlaku Alamirew Alemu & Zerihun Getachew Kelbore, 2017. "Does access to credit improve household welfare? Evidence from Ethiopia using endogenous regime switching regression," African Journal of Economic and Management Studies, Emerald Group Publishing Limited, vol. 8(1), pages 51-65, March.
    58. Shahidur R. Khandker & Gayatri B. Koolwal & Hussain A. Samad, . "Handbook on Impact Evaluation : Quantitative Methods and Practices," World Bank Publications, The World Bank, number 2693, September.
    59. Smith, Kimberly V. & Sulzbach, Sara, 2008. "Community-based health insurance and access to maternal health services: Evidence from three West African countries," Social Science & Medicine, Elsevier, vol. 66(12), pages 2460-2473, June.
    60. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    61. Li, Jie & Wu, Yu & Xiao, Jing Jian, 2020. "The impact of digital finance on household consumption: Evidence from China," Economic Modelling, Elsevier, vol. 86(C), pages 317-326.
    62. Bang, James T. & Mitra, Aniruddha & Wunnava, Phanindra V., 2016. "Do remittances improve income inequality? An instrumental variable quantile analysis of the Kenyan case," Economic Modelling, Elsevier, vol. 58(C), pages 394-402.
    63. Takashi Kurosaki & Hidayat Ullah Khan, 2012. "Vulnerability Of Microfinance To Strategic Default And Covariate Shocks: Evidence From Pakistan," The Developing Economies, Institute of Developing Economies, vol. 50(2), pages 81-115, June.
    64. Jabir Ibrahim Mohammed & Lord Mensah & Agyapomaa Gyeke-Dako, 2017. "Financial Inclusion and Poverty Reduction in Sub-Saharan Africa," The African Finance Journal, Africagrowth Institute, vol. 19(1), pages 1-22.
    65. Hossein Hassani & Xu Huang & Emmanuel Silva & Mansi Ghodsi, 2020. "Deep Learning and Implementations in Banking," Annals of Data Science, Springer, vol. 7(3), pages 433-446, September.
    66. Cruz-García, Paula & Peiró-Palomino, Jesús, 2019. "Informal, formal institutions and credit: complements or substitutes?," Journal of Institutional Economics, Cambridge University Press, vol. 15(4), pages 649-671, August.
    67. Riley, Emma, 2018. "Mobile money and risk sharing against village shocks," Journal of Development Economics, Elsevier, vol. 135(C), pages 43-58.
    68. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
    69. Bencivenga Valerie R. & Smith Bruce D. & Starr Ross M., 1995. "Transactions Costs, Technological Choice, and Endogenous Growth," Journal of Economic Theory, Elsevier, vol. 67(1), pages 153-177, October.
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    More about this item

    Keywords

    Financing microstructures; Microinsurance; Microfinance; Digital finance; Well-being; Income inequality;
    All these keywords.

    JEL classification:

    • E2 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • G2 - Financial Economics - - Financial Institutions and Services
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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