IDEAS home Printed from https://ideas.repec.org/p/imf/imfwpa/2019-210.html
   My bibliography  Save this paper

Digital Connectivity in sub-Saharan Africa: A Comparative Perspective

Author

Listed:
  • Mr. Emre Alper
  • Michal Miktus

Abstract

Higher digital connectivity is expected to bring opportunities to leapfrog development in sub-Saharan Africa (SSA). Experience within the region demonstrates that if there is an adequate digital infrastructure and a supportive business environment, new forms of business spring up and create jobs for the educated as well as the less educated. The paper first confirms the global digital divide through the unsupervised machine learning clustering K-means algorithm. Next, it derives a composite digital connectivity index, in the spirit of De Muro-Mazziotta-Pareto, for about 190 economies. Descriptive analysis shows that majority of SSA countries lag in digital connectivity, specifically in infrastructure, internet usage, and knowledge. Finally, using fractional logit regressions we document that better business enabling and regulatory environment, financial access, and urbanization are associated with higher digital connectivity.

Suggested Citation

  • Mr. Emre Alper & Michal Miktus, 2019. "Digital Connectivity in sub-Saharan Africa: A Comparative Perspective," IMF Working Papers 2019/210, International Monetary Fund.
  • Handle: RePEc:imf:imfwpa:2019/210
    as

    Download full text from publisher

    File URL: http://www.imf.org/external/pubs/cat/longres.aspx?sk=48692
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chinn, Menzie D. & Ito, Hiro, 2006. "What matters for financial development? Capital controls, institutions, and interactions," Journal of Development Economics, Elsevier, vol. 81(1), pages 163-192, October.
    2. Grubesic, Tony H. & Murray, Alan T., 2005. "Geographies of imperfection in telecommunication analysis," Telecommunications Policy, Elsevier, vol. 29(1), pages 69-94, February.
    3. Robert Tibshirani & Guenther Walther & Trevor Hastie, 2001. "Estimating the number of clusters in a data set via the gap statistic," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 63(2), pages 411-423.
    4. Bertrand Gruss & Suhaib Kebhaj, 2019. "Commodity Terms of Trade: A New Database," IMF Working Papers 2019/021, International Monetary Fund.
    5. Esmeralda A. Ramalho & Joaquim J.S. Ramalho & José M.R. Murteira, 2011. "Alternative Estimating And Testing Empirical Strategies For Fractional Regression Models," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 19-68, February.
    6. Hugh Chipman & Hong Gu, 2005. "Interpretable dimension reduction," Journal of Applied Statistics, Taylor & Francis Journals, vol. 32(9), pages 969-987.
    7. Christopher F Baum, 2008. "Stata tip 63: Modeling proportions," Stata Journal, StataCorp LP, vol. 8(2), pages 299-303, June.
    8. World Bank Group, 2016. "World Development Report 2016 [Rapport sur le développement dans le monde 2016]," World Bank Publications - Books, The World Bank Group, number 23347, December.
    9. James B. Pick & Avijit Sarkar, 2015. "Digital Divide in Africa," Progress in IS, in: The Global Digital Divides, edition 127, chapter 0, pages 275-310, Springer.
    10. Pasquale De Muro & Matteo Mazziotta & Adriano Pareto, 2011. "Composite Indices of Development and Poverty: An Application to MDGs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 104(1), pages 1-18, October.
    11. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    12. Steve Onyeiwu, 2002. "Inter-Country Variations in Digital Technology in Africa: Evidence, Determinants, and Policy Applications," WIDER Working Paper Series DP2002-72, World Institute for Development Economic Research (UNU-WIDER).
    13. Robert Thorndike, 1953. "Who belongs in the family?," Psychometrika, Springer;The Psychometric Society, vol. 18(4), pages 267-276, December.
    14. Sarkar, Avijit & Pick, James B. & Johnson, Jeremy, 2015. "Africa's digital divide: Geography, policy, and implications," 2015 Regional ITS Conference, Los Angeles 2015 146339, International Telecommunications Society (ITS).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mr. Emre Alper & Michal Miktus, 2019. "Bridging the Mobile Digital Divide in Sub-Saharan Africa: Costing under Demographic Change and Urbanization," IMF Working Papers 2019/249, International Monetary Fund.
    2. Oughton, Edward J. & Amaglobeli, David & Moszoro, Marian, 2023. "What would it cost to connect the unconnected? Estimating global universal broadband infrastructure investment," Telecommunications Policy, Elsevier, vol. 47(10).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jaya Prakash Pradhan & Mohammad Zohair, 2015. "Subnational Export Performance and Determinants," Review of Market Integration, India Development Foundation, vol. 7(2), pages 133-174, August.
    2. Isabel-Maria Bodas Freitas & Jojo Jacob & Lili Wang & Zibiao Li, 2023. "Energy use and exporting: an analysis of Chinese firms," Journal of Evolutionary Economics, Springer, vol. 33(1), pages 179-207, January.
    3. Pradhan, Jaya Prakash & Zohair, Mohammad, 2014. "Subnational Export Performance and Determinants: Evidence from Two Indian States," MPRA Paper 60029, University Library of Munich, Germany.
    4. Sinyolo, Sikhulumile & Mudhara, Maxwell & Wale, Edilegnaw, 2016. "To what extent does dependence on social grants affect smallholder farmers’ incentives to farm? Evidence from KwaZulu-Natal, South Africa," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 11(2), pages 1-12.
    5. Spitzer, Sonja & Hammer, Bernhard, 2016. "The Division of Labour Within Households: Fractional Logit Estimates based on the Austrian Time Use Survey," MPRA Paper 81791, University Library of Munich, Germany.
    6. Alon, Ilan & Elia, Stefano & Li, Shaomin, 2020. "Greenfield or M&A? An institutional and learning perspective on the establishment mode choice of Chinese outward investments," Journal of International Management, Elsevier, vol. 26(3).
    7. Alperovych, Yan & Hübner, Georges & Lobet, Fabrice, 2015. "How does governmental versus private venture capital backing affect a firm's efficiency? Evidence from Belgium," Journal of Business Venturing, Elsevier, vol. 30(4), pages 508-525.
    8. Christian Pfeifer & Joachim Wagner, 2014. "Is innovative firm behavior correlated with age and gender composition of the workforce? Evidence from a new type of data for German enterprises [Besteht ein Zusammenhang zwischen dem Innovationsve," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 47(3), pages 223-231, September.
    9. Helis Luik-Lindsaar & Ants-Hannes Viira & Haldja Viinalass & Tanel Kaart & Rando Värnik, 2018. "How do herd's genetic level and milk quality affect performance of dairy farms?," Czech Journal of Animal Science, Czech Academy of Agricultural Sciences, vol. 63(10), pages 379-388.
    10. Renata Baborska & Emilio Hernandez & Emiliano Magrini & Cristian Morales-Opazo, 2020. "The impact of financial inclusion on rural food security experience: A perspective from low-and middle-income countries," Review of Development Finance Journal, Chartered Institute of Development Finance, vol. 10(2), pages 1-18.
    11. Latouche, Karine & Rouviere, Elodie, 2011. "Brokers vs. Retailers: Evidence from the French Imports Industry of Fresh Produce," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 114398, European Association of Agricultural Economists.
    12. Justus Haucap & Johannes Muck, 2015. "What drives the relevance and reputation of economics journals? An update from a survey among economists," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(3), pages 849-877, June.
    13. Assmann, Daisy & Ehrl, Philipp, 2021. "Individualistic culture and entrepreneurial opportunities," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 1248-1268.
    14. Roy, Jayjit, 2017. "On the environmental consequences of intra-industry trade," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 50-67.
    15. Kwiek, Marek & Roszka, Wojciech, 2021. "Gender-based homophily in research: A large-scale study of man-woman collaboration," Journal of Informetrics, Elsevier, vol. 15(3).
    16. Chan, Jackie M.L., 2019. "Financial frictions and trade intermediation: Theory and evidence," European Economic Review, Elsevier, vol. 119(C), pages 567-593.
    17. Andreas Hoefele & Tim Schmidt-Eisenlohr & Zhihong Yu, 2016. "Payment choice in international trade: Theory and evidence from cross-country firm-level data," Canadian Journal of Economics, Canadian Economics Association, vol. 49(1), pages 296-319, February.
    18. Jianhong Mu & Bruce McCarl & Anne Wein, 2013. "Adaptation to climate change: changes in farmland use and stocking rate in the U.S," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 18(6), pages 713-730, August.
    19. Harald Oberhofer & Michael Pfaffermayr, 2014. "Two-Part Models for Fractional Responses Defined as Ratios of Integers," Econometrics, MDPI, vol. 2(3), pages 1-22, September.
    20. Chiara Brouns & Rudy Douven & Ron Kemp, 2021. "Prices and market power in mental health care: Evidence from a major policy change in the Netherlands," Health Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 803-819, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:imf:imfwpa:2019/210. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Akshay Modi (email available below). General contact details of provider: https://edirc.repec.org/data/imfffus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.