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Do women hold the key to financial sector development in Africa?

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  • Mougnol A Ekoula, Hervé William
  • Kamguia, Brice
  • Ndoya, Hermann

Abstract

This paper complements the literature on the determinants of financial development by offering one of the first studies on the effect of women's political empowerment on financial development. Across a sample of 43 African countries over the period 1996–2018, the main results show the positive effect of women's political empowerment on financial development. Our disaggregated analysis shows that women's political representation promotes both components of financial development; however, with a stronger effect for financial institutions. This result remains valid when we consider the subcomponents of these two indicators. Furthermore, the analysis of transmission mechanisms shows that control of corruption, democracy and human capital are the channels through which women's political empowerment affects financial development.

Suggested Citation

  • Mougnol A Ekoula, Hervé William & Kamguia, Brice & Ndoya, Hermann, 2023. "Do women hold the key to financial sector development in Africa?," International Economics, Elsevier, vol. 173(C), pages 233-248.
    • Handle: RePEc:eee:inteco:v:173:y:2023:i:c:p:233-248
    DOI: 10.1016/j.inteco.2022.12.004
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    as
    1. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    2. Thorsten Beck & Ross Levine, 2008. "Legal Institutions and Financial Development," Springer Books, in: Claude Ménard & Mary M. Shirley (ed.), Handbook of New Institutional Economics, chapter 11, pages 251-278, Springer.
    3. Ahmed Atil & Kishwar Nawaz & Amine Lahiani & David Roubaud, 2020. "Are natural resources a blessing or a curse for financial development in Pakistan? The importance of oil prices, economic growth and economic globalization," Post-Print hal-03676031, HAL.
    4. Benno Torgler & Neven T. Valev, 2010. "Gender And Public Attitudes Toward Corruption And Tax Evasion," Contemporary Economic Policy, Western Economic Association International, vol. 28(4), pages 554-568, October.
    5. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    6. Djankov, Simeon & McLiesh, Caralee & Shleifer, Andrei, 2007. "Private credit in 129 countries," Journal of Financial Economics, Elsevier, vol. 84(2), pages 299-329, May.
    7. Nieminen, Mika, 2020. "Multidimensional financial development, exporter behavior and export diversification," Economic Modelling, Elsevier, vol. 93(C), pages 1-12.
    8. Roland Kangni KPODAR & Maëlan LE GOFF & Raju Jan SINGH, 2018. "Financial Deepening, Terms of Trade Shocks, and Growth Volatility in Low-Income Countries," Working Papers P238, FERDI.
    9. Avom, Désiré & Kamguia, Brice & Ngameni, Joseph Pasky & Njangang, Henri, 2021. "How does terms of trade volatility affect macroeconomic volatility? The roles of financial development and institutions," International Economics, Elsevier, vol. 168(C), pages 98-114.
    10. Owusu-Agyei, Samuel & Okafor, Godwin & Chijoke-Mgbame, Aruoriwo Marian & Ohalehi, Paschal & Hasan, Fakhrul, 2020. "Internet adoption and financial development in sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    11. Swamy, Anand & Knack, Stephen & Lee, Young & Azfar, Omar, 2001. "Gender and corruption," Journal of Development Economics, Elsevier, vol. 64(1), pages 25-55, February.
    12. Astghik Mavisakalyan, 2015. "Gender in Language and Gender in Employment," Oxford Development Studies, Taylor & Francis Journals, vol. 43(4), pages 403-424, December.
    13. Zhang, Chengsi & Zhu, Yueteng & Lu, Zhe, 2015. "Trade openness, financial openness, and financial development in China," Journal of International Money and Finance, Elsevier, vol. 59(C), pages 287-309.
    14. Dwumfour, Richard Adjei & Ntow-Gyamfi, Matthew, 2018. "Natural resources, financial development and institutional quality in Africa: Is there a resource curse?," Resources Policy, Elsevier, vol. 59(C), pages 411-426.
    15. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    16. repec:imf:imfsdn:15/8 is not listed on IDEAS
    17. Mavisakalyan, Astghik & Tarverdi, Yashar, 2019. "Gender and climate change: Do female parliamentarians make difference?," European Journal of Political Economy, Elsevier, vol. 56(C), pages 151-164.
    18. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    19. Mignamissi, Dieudonné & Djijo T., Audrey J., 2021. "Digital divide and financial development in Africa," Telecommunications Policy, Elsevier, vol. 45(9).
    20. Cihak, Martin & Demirguc-Kunt, Asli & Feyen, Erik & Levine, Ross, 2012. "Benchmarking financial systems around the world," Policy Research Working Paper Series 6175, The World Bank.
    21. Matthias Doepke & Michèle Tertilt, 2019. "Does female empowerment promote economic development?," Journal of Economic Growth, Springer, vol. 24(4), pages 309-343, December.
    22. Canh Phuc Nguyen & Thanh Dinh Su, 2021. "Export quality dynamics: Multidimensional evidence of financial development," The World Economy, Wiley Blackwell, vol. 44(8), pages 2319-2343, August.
    23. Wyndow, Paula & Li, Jianghong & Mattes, Eugen, 2013. "Female Empowerment as a Core Driver of Democratic Development: A Dynamic Panel Model from 1980 to 2005," World Development, Elsevier, vol. 52(C), pages 34-54.
    24. Matthias Doepke & Michèle Tertilt & Alessandra Voena, 2012. "The Economics and Politics of Women's Rights," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 339-372, July.
    25. Kazembe, Lawrence N., 2020. "Women empowerment in Namibia: Measurement, determinants and geographical disparities," World Development Perspectives, Elsevier, vol. 19(C).
    26. Raghabendra Chattopadhyay & Esther Duflo, 2004. "Women as Policy Makers: Evidence from a Randomized Policy Experiment in India," Econometrica, Econometric Society, vol. 72(5), pages 1409-1443, September.
    27. Yang, Benhua, 2011. "Does democracy foster financial development? An empirical analysis," Economics Letters, Elsevier, vol. 112(3), pages 262-265, September.
    28. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    29. Bhattacharyya, Sambit & Hodler, Roland, 2014. "Do Natural Resource Revenues Hinder Financial Development? The Role of Political Institutions," World Development, Elsevier, vol. 57(C), pages 101-113.
    30. Kim, Dong-Hyeon & Lin, Shu-Chin & Suen, Yu-Bo, 2010. "Dynamic effects of trade openness on financial development," Economic Modelling, Elsevier, vol. 27(1), pages 254-261, January.
    31. Canh Phuc Nguyen & Thanh Dinh Su, 2021. "Financing the economy: The multidimensional influences of financial development on economic complexity," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(4), pages 644-684, May.
    32. Jha, Chandan Kumar & Sarangi, Sudipta, 2018. "Women and corruption: What positions must they hold to make a difference?," Journal of Economic Behavior & Organization, Elsevier, vol. 151(C), pages 219-233.
    33. Aggarwal, Reena & Demirgüç-Kunt, Asli & Pería, Maria Soledad Martínez, 2011. "Do remittances promote financial development?," Journal of Development Economics, Elsevier, vol. 96(2), pages 255-264, November.
    34. Ibrahim, Muazu & Sare, Yakubu Awudu, 2018. "Determinants of financial development in Africa: How robust is the interactive effect of trade openness and human capital?," Economic Analysis and Policy, Elsevier, vol. 60(C), pages 18-26.
    35. Dinuk S. Jayasuriya & Paul J. Burke, 2013. "Female parliamentarians and economic growth: evidence from a large panel," Applied Economics Letters, Taylor & Francis Journals, vol. 20(3), pages 304-307, February.
    36. Nguyen, Canh Phuc & Schinckus, Christophe & Su, Thanh Dinh, 2020. "The drivers of economic complexity: International evidence from financial development and patents," International Economics, Elsevier, vol. 164(C), pages 140-150.
    37. Sèna Kimm Gnangnon, 2019. "Effect of Export Upgrading on Financial Development," Journal of International Commerce, Economics and Policy (JICEP), World Scientific Publishing Co. Pte. Ltd., vol. 10(03), pages 1-37, October.
    38. Khan, Zeeshan & Hussain, Muzzammil & Shahbaz, Muhammad & Yang, Siqun & Jiao, Zhilun, 2020. "Natural resource abundance, technological innovation, and human capital nexus with financial development: A case study of China," Resources Policy, Elsevier, vol. 65(C).
    39. Rick Geddes & Dean Lueck & Sharon Tennyson, 2012. "Human Capital Accumulation and the Expansion of Women's Economic Rights," Journal of Law and Economics, University of Chicago Press, vol. 55(4), pages 839-867.
    40. J. François OUTREVILLE, 1999. "Financial Development, Human Capital And Political Stability," UNCTAD Discussion Papers 142, United Nations Conference on Trade and Development.
    41. Baltagi, Badi H. & Demetriades, Panicos O. & Law, Siong Hook, 2009. "Financial development and openness: Evidence from panel data," Journal of Development Economics, Elsevier, vol. 89(2), pages 285-296, July.
    42. Kangni Kpodar & Maëlan Le Goff & Raju Jan Singh, 2019. "Financial Deepening, Terms of Trade Shocks and Growth in Low-Income Countries," Working papers 719, Banque de France.
    43. Kim, Dong-Hyeon & Lin, Shu-Chin, 2011. "Nonlinearity in the financial developmentâincome inequality nexus," Journal of Comparative Economics, Elsevier, vol. 39(3), pages 310-325, September.
    44. Muhammad Shahbaz & Mita Bhattacharya & Mantu Kumar Mahalik, 2018. "Financial development, industrialization, the role of institutions and government: a comparative analysis between India and China," Applied Economics, Taylor & Francis Journals, vol. 50(17), pages 1952-1977, April.
    45. Atil, Ahmed & Nawaz, Kishwar & Lahiani, Amine & Roubaud, David, 2020. "Are natural resources a blessing or a curse for financial development in Pakistan? The importance of oil prices, economic growth and economic globalization," Resources Policy, Elsevier, vol. 67(C).
    46. Huybens, Elisabeth & Smith, Bruce D., 1999. "Inflation, financial markets and long-run real activity," Journal of Monetary Economics, Elsevier, vol. 43(2), pages 283-315, April.
    47. Gupta, Sanjeev & Pattillo, Catherine A. & Wagh, Smita, 2009. "Effect of Remittances on Poverty and Financial Development in Sub-Saharan Africa," World Development, Elsevier, vol. 37(1), pages 104-115, January.
    48. Graf Lambsdorff, Johann & Fink, Hady, 2006. "Combating corruption in Colombia: Perceptions and achievements," Passauer Diskussionspapiere, Volkswirtschaftliche Reihe V-44-06, University of Passau, Faculty of Business and Economics.
    49. Katsiaryna Svirydzenka, 2016. "Introducing a New Broad-based Index of Financial Development," IMF Working Papers 2016/005, International Monetary Fund.
    50. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Diana B Ayala Pena & Ran Bi & Miss Yuan Gao & Ms. Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Sv, 2015. "Rethinking Financial Deepening: Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 2015/008, International Monetary Fund.
    51. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    52. Gnangnon, Sèna Kimm, 2021. "Effect of poverty on financial development: Does trade openness matter?," The Quarterly Review of Economics and Finance, Elsevier, vol. 82(C), pages 97-112.
    53. Li-Ju Chen, 2021. "Female policymakers and educational expenditures: cross-country evidence," European Journal of Law and Economics, Springer, vol. 51(1), pages 129-155, February.
    54. Sundström, Aksel & Paxton, Pamela & Wang, Yi-Ting & Lindberg, Staffan I., 2017. "Women’s Political Empowerment: A New Global Index, 1900–2012," World Development, Elsevier, vol. 94(C), pages 321-335.
    55. Beck, Thorsten & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2008. "Financing patterns around the world: Are small firms different?," Journal of Financial Economics, Elsevier, vol. 89(3), pages 467-487, September.
    56. Ho, Wai-Hong, 2013. "A Note On Credit Market Development And Human Capital Accumulation," Macroeconomic Dynamics, Cambridge University Press, vol. 17(7), pages 1525-1541, October.
    57. Maruta, Admasu Asfaw, 2019. "Can aid for financial sector buy financial development?," Journal of Macroeconomics, Elsevier, vol. 62(C).
    58. Leonid Azarnert, 2010. "Free education, fertility and human capital accumulation," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(2), pages 449-468, March.
    59. Leonid V. Azarnert, 2008. "Foreign Aid, Fertility and Human Capital Accumulation," Economica, London School of Economics and Political Science, vol. 75(300), pages 766-781, November.
    60. James B. Ang, 2019. "Culture, Legal Origins, And Financial Development," Economic Inquiry, Western Economic Association International, vol. 57(2), pages 1016-1037, April.
    61. Nguyen, Canh Phuc & Lee, Gabriel S., 2021. "Uncertainty, financial development, and FDI inflows: Global evidence," Economic Modelling, Elsevier, vol. 99(C).
    62. Dollar, David & Fisman, Raymond & Gatti, Roberta, 2001. "Are women really the "fairer" sex? Corruption and women in government," Journal of Economic Behavior & Organization, Elsevier, vol. 46(4), pages 423-429, December.
    63. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    64. Björn Frank & Johann Graf Lambsdorff & Frédéric Boehm, 2011. "Gender and Corruption: Lessons from Laboratory Corruption Experiments," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 23(1), pages 59-71, February.
    65. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Diana B Ayala Pena & Ran Bi & Yuan Gao & Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Svirydzenka & Seyed Reza Yousef, 2015. "Rethinking Financial Deepening; Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 15/08, International Monetary Fund.
    66. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    67. Ang, James B., 2013. "Are modern financial systems shaped by state antiquity?," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4038-4058.
    68. Abdulnasser Hatemi-J & Mrittika Shamsuddin, 2016. "The causal interaction between financial development and human development in Bangladesh," Applied Economics Letters, Taylor & Francis Journals, vol. 23(14), pages 995-998, September.
    69. Glauco De Vita & Chengchun Li & Yun Luo, 2022. "Legal origin and financial development: A propensity score matching analysis," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 535-553, January.
    70. Hatra Voghouei & M. Azali & Mohammad Ali Jamali, 2011. "A survey of the determinants of financial development," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 25(2), pages 1-20, November.
    71. Roe, Mark J. & Siegel, Jordan I., 2011. "Political instability: Effects on financial development, roots in the severity of economic inequality," Journal of Comparative Economics, Elsevier, vol. 39(3), pages 279-309, September.
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    More about this item

    Keywords

    Financial development; Women's political empowerment; Human capital; Institution;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • N20 - Economic History - - Financial Markets and Institutions - - - General, International, or Comparative
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements

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