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Information Technology and Gender Economic Inclusion in Sub-Saharan Africa

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  • Simplice A. Asongu

    (Yaounde, Cameroon)

  • Joseph Amankwah†Amoah

    (University of Kent, Kent, UK)

  • Rexon T. Nting

    (University of Wales, London, UK)

  • Godfred A. Afrifa

    (University of Kent, Kent, UK)

Abstract

This study investigates how ICT affects gender economic inclusion via gender parity education channels. We examine the issue using data from 49 countries in sub-Saharan Africa for the period 2004-2018 divided into: (i) 42 countries for the period 2004-2014; and (ii) 49 countries for the period 2008-2018. Given the overwhelming evidence of negative net effects in the first sample, an extended analysis is used to establish thresholds of ICT penetration that nullify the established net negative effects. We found that in order to enhance female labor force participation, the following ICT thresholds are worthwhile for the secondary education channel: 165 mobile phone penetration per 100 people, 21.471 internet penetration per 100 people and 3.475 fixed broadband subscriptions per 100 people. For the same outcome of inducing a positive effect on female labor force participation, a 31.966 internet penetration per 100 people threshold, is required for the mechanism of tertiary school education. These computed thresholds have economic meaning and policy relevance because they are within the established ICT policy ranges. In the second sample, a mobile phone penetration threshold of 122.20 per 100 people is needed for the tertiary education channel to positively affect female labor force participation.

Suggested Citation

  • Simplice A. Asongu & Joseph Amankwah†Amoah & Rexon T. Nting & Godfred A. Afrifa, 2020. "Information Technology and Gender Economic Inclusion in Sub-Saharan Africa," Working Papers 20/100, European Xtramile Centre of African Studies (EXCAS).
  • Handle: RePEc:exs:wpaper:20/100
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    1. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "How enhancing information and communication technology has affected inequality in Africa for sustainable development: An empirical investigation," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(4), pages 647-656, July.
    2. United Nations UN, 2015. "The Millennium Development Goals Report 2015," Working Papers id:7097, eSocialSciences.
    3. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2016. "The Mobile Phone in the Diffusion of Knowledge for Institutional Quality in Sub-Saharan Africa," World Development, Elsevier, vol. 86(C), pages 133-147.
    4. Vanessa Simen Tchamyou, 2020. "Education, lifelong learning, inequality and financial access: evidence from African countries," Contemporary Social Science, Taylor & Francis Journals, vol. 15(1), pages 7-25, January.
    5. Vanessa S. Tchamyou & Simplice A. Asongu, 2017. "Information Sharing and Financial Sector Development in Africa," Journal of African Business, Taylor & Francis Journals, vol. 18(1), pages 24-49, January.
    6. Simplice A. Asongu & Jacinta C. Nwachukwu, 2017. "Foreign Aid and Inclusive Development: Updated Evidence from Africa, 2005–2012," Social Science Quarterly, Southwestern Social Science Association, vol. 98(1), pages 282-298, March.
    7. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2016. "The role of governance in mobile phones for inclusive human development in Sub-Saharan Africa," Technovation, Elsevier, vol. 55, pages 1-13.
    8. Augustin Kwasi Fosu, 2013. "Growth of African Economies: Productivity, Policy Syndromes and the Importance of Institutions," Journal of African Economies, Centre for the Study of African Economies, vol. 22(4), pages 523-551, August.
    9. Simplice A. Asongu & Nicholas M. Odhiambo, 2018. "ICT, Financial Access and Gender Inclusion in the Formal Economic Sector: Evidence from Africa," The African Finance Journal, Africagrowth Institute, vol. 20(2), pages 45-65.
    10. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Basic formal education quality, information technology, and inclusive human development in sub‐Saharan Africa," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(3), pages 419-428, May.
    11. Christopher Durugbo & Joseph Amankwah‐Amoah, 2019. "Global sustainability under uncertainty: How do multinationals craft regulatory policies?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(6), pages 1500-1516, November.
    12. Simplice A. Asongu, 2018. "CO2 emission thresholds for inclusive human development in Sub-Saharan Africa," Research Africa Network Working Papers 18/023, Research Africa Network (RAN).
    13. Meniago, Christelle & Asongu, Simplice A., 2018. "Revisiting the finance-inequality nexus in a panel of African countries," Research in International Business and Finance, Elsevier, vol. 46(C), pages 399-419.
    14. Simplice A. Asongu, 2018. "Introduction," AFEA Working Papers 18/018, African Finance and Economic Association (AFEA).
    15. Simplice A. Asongu & Jacinta C. Nwachukwu & Aqsa Aziz, 2018. "Determinants of Mobile Phone Penetration: Panel Threshold Evidence from Sub-Saharan Africa," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 21(2), pages 81-110, April.
    16. Sugiawan, Yogi & Managi, Shunsuke, 2019. "New evidence of energy-growth nexus from inclusive wealth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 103(C), pages 40-48.
    17. Vanessa S. Tchamyou & Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "The Role of ICT in Modulating the Effect of Education and Lifelong Learning on Income Inequality and Economic Growth in Africa," African Development Review, African Development Bank, vol. 31(3), pages 261-274, September.
    18. Boateng, Agyenim & Asongu, Simplice & Akamavi, Raphael & Tchamyou, Vanessa, 2018. "Information asymmetry and market power in the African banking industry," Journal of Multinational Financial Management, Elsevier, vol. 44(C), pages 69-83.
    19. Tchamyou, Vanessa S. & Erreygers, Guido & Cassimon, Danny, 2019. "Inequality, ICT and financial access in Africa," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 169-184.
    20. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    21. 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.
    22. Quamrul Ashraf & Oded Galor, 2013. "The 'Out of Africa' Hypothesis, Human Genetic Diversity, and Comparative Economic Development," American Economic Review, American Economic Association, vol. 103(1), pages 1-46, February.
    23. Simplice A. Asongu & Jacinta C. Nwachukwu, 2016. "Foreign aid and governance in Africa," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 69-88, January.
    24. Simplice A Asongu & Lieven De Moor, 2017. "Financial Globalisation Dynamic Thresholds for Financial Development: Evidence from Africa," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(1), pages 192-212, January.
    25. Uchenna R. Efobi & Belmondo V. Tanankem & Simplice A. Asongu, 2018. "Female Economic Participation with Information and Communication Technology (ICT) Advancement: Evidence from Sub-Saharan Africa," Research Africa Network Working Papers 18/005, Research Africa Network (RAN).
    26. Anne Marie Warren & Noor Ismawati Jaafar & Ainin Sulaiman, 2016. "Youth Civic Engagement Behavior on Facebook: A Comparison of Findings from Malaysia and Indonesia," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 19(2), pages 128-142, April.
    27. You, Kefei & Dal Bianco, Silvia & Lin, Zhibin & Amankwah-Amoah, Joseph, 2019. "Bridging technology divide to improve business environment: Insights from African nations," Journal of Business Research, Elsevier, vol. 97(C), pages 268-280.
    28. Vanessa Simen Tchamyou, 2017. "The Role of Knowledge Economy in African Business," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(4), pages 1189-1228, December.
    29. Vanessa S. Tchamyou, 2020. "Financial Access, Governance and the Persistence of Inequality in Africa: Mechanisms and Policy instruments," Working Papers of the African Governance and Development Institute. 20/027, African Governance and Development Institute..
    30. Uchenna R. Efobi & Belmondo V. Tanankem & Simplice A. Asongu, 2018. "Female Economic Participation with Information and Communication Technology Advancement: Evidence from Sub‐Saharan Africa," South African Journal of Economics, Economic Society of South Africa, vol. 86(2), pages 231-246, June.
    31. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2003. "Law and finance: why does legal origin matter?," Journal of Comparative Economics, Elsevier, vol. 31(4), pages 653-675, December.
    32. Brambor, Thomas & Clark, William Roberts & Golder, Matt, 2006. "Understanding Interaction Models: Improving Empirical Analyses," Political Analysis, Cambridge University Press, vol. 14(1), pages 63-82, January.
    33. Simplice A. Asongu & Jacinta C. Nwachukwu, 2016. "Revolution empirics: predicting the Arab Spring," Empirical Economics, Springer, vol. 51(2), pages 439-482, September.
    34. Quamrul Ashraf & Oded Galor, 2008. "Human Genetic Diversity and Comparative Economic Development," 2008 Meeting Papers 617, Society for Economic Dynamics.
    35. Simplice Asongu & Agyenim Boateng, 2018. "Introduction to Special Issue: Mobile Technologies and Inclusive Development in Africa," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 297-301, July.
    36. Vanessa S. Tchamyou, 2019. "The Role of Information Sharing in Modulating the Effect of Financial Access on Inequality," Journal of African Business, Taylor & Francis Journals, vol. 20(3), pages 317-338, July.
    37. Imran Khan & Han Dongping, 2017. "Variations in the diffusion of social media content across different cultures: A communicative ecology perspective," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 20(3), pages 156-170, July.
    38. Simplice A. Asongu & Sara Le Roux & Vanessa S. Tchamyou, 2019. "Essential information sharing thresholds for reducing market power in financial access: a study of the African banking industry," Journal of Banking Regulation, Palgrave Macmillan, vol. 20(1), pages 34-50, March.
    39. Zorobabel Bicabaa & Zuzana Brixiová & Mthuli Ncube, 2017. "Can Extreme Poverty in Sub-Saharan Africa be Eliminated by 2030?," Journal of African Development, African Finance and Economic Association (AFEA), vol. 19(2), pages 93-110.
    40. Simplice Asongu, 2015. "The impact of mobile phone penetration on African inequality," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(8), pages 706-716, August.
    41. Asongu, Simplice A. & Le Roux, Sara, 2017. "Enhancing ICT for inclusive human development in Sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 118(C), pages 44-54.
    42. Kyootai Lee & Kailash Joshi, 2016. "Importance of Globalization in the Information Technology Convergence Era," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 19(1), pages 1-5, January.
    43. Simplice Asongu, 2018. "Introduction," Working Papers of the African Governance and Development Institute. 18/021, African Governance and Development Institute..
    44. Asongu, Simplice A. & Biekpe, Nicholas, 2018. "ICT, information asymmetry and market power in African banking industry," Research in International Business and Finance, Elsevier, vol. 44(C), pages 518-531.
    45. John Anyanwu, 2011. "Working Paper 135 - International Remittances and Income Inequality in Africa," Working Paper Series 325, African Development Bank.
    46. Michael Enowbi Batuo, 2015. "The role of telecommunications infrastructure in the regional economic growth of Africa," Journal of Developing Areas, Tennessee State University, College of Business, vol. 49(1), pages 313-330, January-M.
    47. United Nations UN, 2015. "The Millennium Development Goals Report 2015," Working Papers id:7222, eSocialSciences.
    48. Swamy, Vighneswara, 2014. "Financial Inclusion, Gender Dimension, and Economic Impact on Poor Households," World Development, Elsevier, vol. 56(C), pages 1-15.
    49. Augustin Kwasi Fosu, 2013. "Growth of African Economies: Productivity, Policy Syndromes and the Importance of Institutions," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 22(4), pages 523-551, August.
    50. Simplice A. Asongu, 2018. "Introduction," Working Papers of the African Governance and Development Institute. 18/051, African Governance and Development Institute..
    51. Lashitew, Addisu A. & van Tulder, Rob & Liasse, Yann, 2019. "Mobile phones for financial inclusion: What explains the diffusion of mobile money innovations?," Research Policy, Elsevier, vol. 48(5), pages 1201-1215.
    52. Moses Mwenda Muthinja & Chimwemwe Chipeta, 2018. "What Drives Financial Innovations in Kenya’s Commercial Banks? An Empirical Study on Firm and Macro-Level Drivers of Branchless Banking," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 385-408, July.
    53. Bruno, Giuseppe & De Bonis, Riccardo & Silvestrini, Andrea, 2012. "Do financial systems converge? New evidence from financial assets in OECD countries," Journal of Comparative Economics, Elsevier, vol. 40(1), pages 141-155.
    54. Amankwah-Amoah, Joseph, 2015. "Solar energy in sub-Saharan Africa: The challenges and opportunities of technological leapfrogging," MPRA Paper 88627, University Library of Munich, Germany.
    55. 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.
    56. Simplice A. Asongu, 2018. "Introduction," Research Africa Network Working Papers 18/021, Research Africa Network (RAN).
    57. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    58. Elizabeth Asiedu, 2014. "Does Foreign Aid In Education Promote Economic Growth? Evidence From Sub-Saharan Africa," Journal of African Development, African Finance and Economic Association (AFEA), vol. 16(1), pages 37-59.
    59. Simplice A. Asongu, 2018. "Introduction," Research Africa Network Working Papers 18/051, Research Africa Network (RAN).
    60. Fujii, Hidemichi & Managi, Shunsuke, 2019. "Decomposition analysis of sustainable green technology inventions in China," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 10-16.
    61. Evans Stephen Osabuohien & Uchenna Rapuluchukwu Efobi, 2013. "Africa's Money in Africa," South African Journal of Economics, Economic Society of South Africa, vol. 81(2), pages 292-306, June.
    62. Joseph I. Uduji & Elda N. Okolo-Obasi, 2018. "Adoption of improved crop varieties by involving farmers in the e-wallet program in Nigeria," Research Africa Network Working Papers 18/062, Research Africa Network (RAN).
    63. Joseph I. Uduji & Elda N. Okolo-Obasi, 2018. "Adoption of improved crop varieties by involving farmers in the e-wallet program in Nigeria," Working Papers of the African Governance and Development Institute. 18/063, African Governance and Development Institute..
    64. Satish Krishnan & Mohammed Ahmed Turki AlSudiary, 2016. "Cultural Practices and Virtual Social Networks Diffusion: An International Analysis Using GLOBE Scores," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 19(3), pages 154-173, July.
    65. Amankwah-Amoah, Joseph & Hinson, Robert E., 2019. "Contextual influences on new technology ventures: A study of domestic firms in Ghana," Technological Forecasting and Social Change, Elsevier, vol. 143(C), pages 289-296.
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    Cited by:

    1. Alhassan Abdul-Wakeel Karakara & Evans S. Osabuohien, 2022. "Threshold effects of ICT access and usage in Burkinabe and Ghanaian households," Information Technology for Development, Taylor & Francis Journals, vol. 28(3), pages 511-531, July.
    2. Simplice A. Asongu & Mushfiqur Rahman & Mohammad Alghababsheh, 2022. "Information Technology, Business Sustainability and Female Economic Participation in Sub-Saharan Africa," Working Papers 22/057, European Xtramile Centre of African Studies (EXCAS).
    3. Ofori, Pamela E. & Ofori, Isaac K. & Castelnovo, Paolo, 2024. "Effects of Innovation and Economic Freedom on Female Economic Inclusion," EconStor Preprints 298786, ZBW - Leibniz Information Centre for Economics.
    4. Ofori, Pamela E. & Ofori, Isaac K. & Castelnovo, Paolo, 2024. "Effects of Innovation and Economic Freedom on Female Economic Inclusion," MPRA Paper 121244, University Library of Munich, Germany.
    5. Ofori, Pamela E. & Ofori, Isaac K., 2024. "The Impact of Frontier Technology Adoption on Gender Inequality: Evidence from Africa," EconStor Preprints 298789, ZBW - Leibniz Information Centre for Economics.
    6. Ofori, Pamela E. & Ofori, Isaac K., 2024. "The Impact of Frontier Technology Adoption on Gender Inequality: Evidence from Africa," MPRA Paper 121245, University Library of Munich, Germany.

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    More about this item

    Keywords

    Africa; ICT; Gender; Inclusive development;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • I10 - Health, Education, and Welfare - - Health - - - General
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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