IDEAS home Printed from https://ideas.repec.org/p/agd/wpaper/17-011.html
   My bibliography  Save this paper

The comparative exploration of mobile money services in inclusive development

Author

Listed:
  • Simplice Asongu

    (Yaoundé/Cameroun)

  • Ndemaze Asongu

    (Yaoundé/Cameroun)

Abstract

Purpose- We respond to some challenges in the transition to Sustainable Development Goals by examining the correlations between mobile and inclusive development (quality of growth, poverty and inequality) in 93 developing countries for the year 2011. Design/methodology/approach- Mobile money service entails: ‘mobile used to pay bills’ and ‘mobile used to receive/send money’. Interactive Ordinary Least Squares are employed. Findings- The following findings are established. First, increasing use of the mobile phones to pay bills: is positively linked to ‘quality of growth’ in lower-middle income countries (LMIC) and negatively correlated with inequality in Latin American countries (LA). Second, growing use of mobile phones to send/receive money is negatively associated with poverty in Asia and Pacific (AP) and Central and Eastern Europe (CEE). Originality/value- Macroeconomic data on mobile money service is scarce. No study to the best of our knowledge has used this macroeconomic mobile money service data before.

Suggested Citation

  • Simplice Asongu & Ndemaze Asongu, 2017. "The comparative exploration of mobile money services in inclusive development," Working Papers of the African Governance and Development Institute. 17/011, African Governance and Development Institute..
  • Handle: RePEc:agd:wpaper:17/011
    as

    Download full text from publisher

    File URL: http://www.afridev.org/RePEc/agd/agd-wpaper/The-comparative-exploration-of-mobile-money-services-in-inclusive-development.pdf
    File Function: Revised version, 2017
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Simplice A. Asongu & Oasis Kodila†Tedika, 2017. "Is Poverty in the African DNA (Gene)?," South African Journal of Economics, Economic Society of South Africa, vol. 85(4), pages 533-552, December.
    2. Anyanwu, John C., 2014. "Determining the correlates of poverty for inclusive growth in Africa," European Economic Letters, European Economics Letters Group, vol. 3(1), pages 12-17.
    3. César Calderón & Luis Servén, 2004. "The Effects of Infrastructure Development on Growth and Income Distribution," Working Papers Central Bank of Chile 270, Central Bank of Chile.
    4. Abdul Kabeer Kazi & Muhammad Adeel Mannan, 2013. "Factors affecting adoption of mobile banking in Pakistan: Empirical Evidence," International Journal of Research in Business and Social Science (2147-4478), Center for the Strategic Studies in Business and Finance, vol. 2(3), pages 54-61, July.
    5. Kodila-Tedika, Oasis & Asongu, Simplice, 2015. "The Effect of Intelligence on Financial Development: A Cross-Country Comparison," MPRA Paper 67295, University Library of Munich, Germany.
    6. John Anyanwu & Darline Augustine, 2013. "Gender Equality in Employment in Africa: Empirical Analysis and Policy Implications," African Development Review, African Development Bank, vol. 25(4), pages 400-420.
    7. Odhiambo, Nicholas M., 2009. "Finance-growth-poverty nexus in South Africa: A dynamic causality linkage," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(2), pages 320-325, March.
    8. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    9. Simplice Asongu & Jacinta Nwachukwu, 2016. "Welfare Spending and Quality of Growth in Developing Countries: A Note on Evidence from Hopefuls, Contenders and Best Performers," Working Papers of the African Governance and Development Institute. 16/028, African Governance and Development Institute..
    10. Simplice A. Asongu, 2013. "Investment And Inequality In Africa: Which Financial Channels Are Good For The Poor?," The African Finance Journal, Africagrowth Institute, vol. 15(2), pages 43-65.
    11. Dollar, David & Kraay, Aart, 2002. "Growth Is Good for the Poor," Journal of Economic Growth, Springer, vol. 7(3), pages 195-225, September.
    12. Simplice A. Asongu, 2013. "How has Mobile Phone Penetration Stimulated Financial Development in Africa?," Journal of African Business, Taylor & Francis Journals, vol. 14(1), pages 7-18, April.
    13. Perkins, Ed-Zilla Daniel & Annan, Jonathan, 2013. "Factors affecting the Adoption of Online Banking in Ghana: Implications for Bank Managers," International Journal of Business and Social Research, MIR Center for Socio-Economic Research, vol. 3(6), pages 94-108, June.
    14. Montfort Mlachila & René Tapsoba & Sampawende J. A. Tapsoba, 2017. "A Quality of Growth Index for Developing Countries: A Proposal," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 134(2), pages 675-710, November.
    15. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2017. "Quality of Growth Empirics: Comparative gaps, benchmarking and policy syndromes," Journal of Policy Modeling, Elsevier, vol. 39(5), pages 861-882.
    16. Dollar, David & Kleineberg, Tatjana & Kraay, Aart, 2016. "Growth still is good for the poor," European Economic Review, Elsevier, vol. 81(C), pages 68-85.
    17. Augustin Kwasi Fosu, 2015. "Growth, Inequality and Poverty in Sub-Saharan Africa: Recent Progress in a Global Context," Oxford Development Studies, Taylor & Francis Journals, vol. 43(1), pages 44-59, March.
    18. World Bank, 2015. "World Development Indicators 2015," World Bank Publications - Books, The World Bank Group, number 21634.
    19. Xavier Sala-i-Martin, 2006. "The World Distribution of Income: Falling Poverty and … Convergence, Period," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 351-397.
    20. Nicholas M. Odhiambo, 2010. "Is financial development a spur to poverty reduction? Kenya's experience," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(3), pages 343-353, August.
    21. Mr. Nikola Spatafora & Rahul Anand & Mr. Saurabh Mishra, 2012. "Structural Transformation and the sophistication of Production," IMF Working Papers 2012/059, International Monetary Fund.
    22. Dulani Seneviratne & Ms. Yan M Sun, 2013. "Infrastructure and Income Distribution in ASEAN-5: What are the Links?," IMF Working Papers 2013/041, International Monetary Fund.
    23. Thierry PENARD & Nicolas POUSSING & Gabriel ZOMO YEBE & Philémon NSI ELLA, 2012. "Comparing the Determinants of Internet and Cell Phone Use in Africa: Evidence from Gabon," Communications & Strategies, IDATE, Com&Strat dept., vol. 1(86), pages 65-83, 2nd quart.
    24. Mishra, Vishal & Singh Bisht, Shailendra, 2013. "Mobile banking in a developing economy: A customer-centric model for policy formulation," Telecommunications Policy, Elsevier, vol. 37(6), pages 503-514.
    25. 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.
    26. 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.
    27. Kirui, Oliver K. & Okello, Julius J. & Nyikal, Rose A. & Njiraini, Georgina W., 2013. "Impact of Mobile Phone-Based Money Transfer Services in Agriculture: Evidence from Kenya," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 52(2), pages 1-22, May.
    28. Nicholas M. Odhiambo, 2011. "Growth, Employment and Poverty in South Africa: In Search of a Trickle-Down Effect," Journal of Income Distribution, Ad libros publications inc., vol. 20(1), pages 49-62, March.
    29. Mr. Marcelo Martinez & Mr. Montfort Mlachila, 2013. "The Quality of the Recent High-Growth Episode in Sub-Saharan Africa," IMF Working Papers 2013/053, International Monetary Fund.
    30. Mina Baliamoune-Lutz & Mark McGillivray, 2009. "Does Gender Inequality Reduce Growth in Sub-Saharan Africa and Arab Countries?," African Development Review, African Development Bank, vol. 21(2), pages 224-242.
    31. Kwabena Gyimah-Brempong & Elizabeth Asiedu, 2015. "Remittances and investment in education: Evidence from Ghana," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 24(2), pages 173-200, March.
    32. John C. Anyanwu, 2014. "Marital Status, Household Size and Poverty in Nigeria: Evidence from the 2009/2010 Survey Data," African Development Review, African Development Bank, vol. 26(1), pages 118-137, March.
    33. Warren, Martyn, 0. "The digital vicious cycle: Links between social disadvantage and digital exclusion in rural areas," Telecommunications Policy, Elsevier, vol. 31(6-7), pages 374-388, July.
    34. Muto, Megumi & Yamano, Takashi, 2009. "The Impact of Mobile Phone Coverage Expansion on Market Participation: Panel Data Evidence from Uganda," World Development, Elsevier, vol. 37(12), pages 1887-1896, December.
    35. David Kelsey & Sara Le Roux, 2017. "Dragon Slaying with Ambiguity: Theory and Experiments," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 19(1), pages 178-197, February.
    36. Nicholas M. Odhiambo, 2010. "Financial deepening and poverty reduction in Zambia: an empirical investigation," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 37(1), pages 41-53, January.
    37. Perez, Felipe & Gonzalez, Connie Jones & Aaronson, Xavier, 2011. "Village banking development model: FINCA Costa Rica," Journal of Business Research, Elsevier, vol. 64(3), pages 316-324, March.
    38. 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.
    39. Commission on Growth and Development, 2008. "The Growth Report : Strategies for Sustained Growth and Inclusive Development," World Bank Publications - Books, The World Bank Group, number 6507.
    40. Nicholas M. Odhiambo, 2013. "Is financial development pro-poor or pro-rich? Empirical evidence from Tanzania," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 5(4), pages 489-500, December.
    41. Luis Serven & César Calderon, 2004. "The Effects of Infrastructure Development on Growth and income," Econometric Society 2004 Latin American Meetings 173, Econometric Society.
    42. Mina Baliamoune-Lutz, 2007. "Globalisation and Gender Inequality: Is Africa Different?," Journal of African Economies, Centre for the Study of African Economies, vol. 16(2), pages 301-348, March.
    43. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    44. Juliet U. Elu & Linda Loubert, 2013. "Earnings Inequality and the Intersectionality of Gender and Ethnicity in Sub-Saharan Africa: The Case of Tanzanian Manufacturing," American Economic Review, American Economic Association, vol. 103(3), pages 289-292, May.
    45. Freeman, Richard Barry, 2010. "It's financialization!," Scholarly Articles 34548957, Harvard University Department of Economics.
    46. Richard B. FREEMAN, 2010. "It's financialization!," International Labour Review, International Labour Organization, vol. 149(2), pages 163-183, June.
    47. John C. Anyanwu, 2013. "The correlates of poverty in Nigeria and policy implications," African Journal of Economic and Sustainable Development, Inderscience Enterprises Ltd, vol. 2(1), pages 23-52.
    48. Nicholas M. Odhiambo, 2009. "Financial deepening and poverty reduction in Zambia: an empirical investigation," International Journal of Social Economics, Emerald Group Publishing, vol. 37(1), pages 41-53, December.
    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. Simplice A. Asongu & Nicholas M. Odhiambo, 2022. "Mobile technology supply factors and mobile money innovation: thresholds for complementary policies," Journal of Banking Regulation, Palgrave Macmillan, vol. 23(3), pages 288-301, September.
    2. Asongu, Simplice A. & Biekpe, Nicholas & Cassimon, Danny, 2021. "On the diffusion of mobile phone innovations for financial inclusion," Technology in Society, Elsevier, vol. 65(C).
    3. Asongu, Simplice & Odhiambo, Nicholas, 2020. "Social Media and Inclusive Human Development in Africa," MPRA Paper 103149, University Library of Munich, Germany.
    4. Simplice A. Asongu & Sara Roux, 2024. "The Role of Mobile Money Innovations in the Effect of Inequality on Poverty and Severity of Poverty in Sub-Saharan Africa," Information Systems Frontiers, Springer, vol. 26(4), pages 1565-1579, August.
    5. Asongu, Simplice & Odhiambo, Nicholas, 2020. "The Green Economy and Inequality in Sub-Saharan Africa: Avoidable Thresholds and Thresholds for Complementary Policies," MPRA Paper 107542, University Library of Munich, Germany.
    6. 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.
    7. Asongu, Simplice A & Odhiambo, Nicholas M, 2023. "Bank accounts, bank concentration and mobile money innovations," Working Papers 29949, University of South Africa, Department of Economics.
    8. Kazeem B. Ajide & Olorunfemi Y. Alimi & Simplice A. Asongu, 2019. "Ethnic Diversity and Inequality in Sub-Saharan Africa: Do Institutions Reduce the Noise?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 1033-1062, October.
    9. Asongu, Simplice A. & Biekpe, Nicholas & Cassimon, Danny, 2020. "Understanding the greater diffusion of mobile money innovations in Africa," Telecommunications Policy, Elsevier, vol. 44(8).
    10. 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.
    11. Simplice Asongu & Nicholas Odhiambo, 2022. "The role of mobile characteristics on mobile money innovations," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(6), pages 4693-4710, December.
    12. 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).
    13. 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.
    14. Asongu, Simplice A. & Agyemang-Mintah, Peter & Nting, Rexon T., 2021. "Law, mobile money drivers and mobile money innovations in developing countries," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    15. 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.
    16. Kazeem B. Ajide & Olorunfemi Y. Alimi & Simplice A. Asongu & Ibrahim D. Raheem, 2022. "The role of institutional infrastructures in financial inclusion‐growth relations: Evidence from SSA," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 175-191, January.
    17. Simplice A. Asongu & Vanessa S. Tchamyou & Paul N. Acha-Anyi, 2020. "Who Is Who in Knowledge Economy in Africa?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(2), pages 425-457, June.
    18. Simplice A. Asongu & Nicholas M. Odhiambo, 2022. "Mobile technology supply factors and mobile money innovation: thresholds for complementary policies," Journal of Banking Regulation, Palgrave Macmillan, vol. 23(3), pages 288-301, September.
    19. Simplice A. Asongu & Nicholas M. Odhiambo, 2022. "The of role economic growth in modulating mobile connectivity dynamics for financial inclusion in developing countries," Working Papers of the African Governance and Development Institute. 22/013, African Governance and Development Institute..
    20. Simplice A. Asongu & Nicholas M. Odhiambo & Mushfiqur Rahman, 2024. "Information Technology, Inequality, and Adult Literacy in Developing Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 3927-3945, March.
    21. Simplice Asongu, 2023. "Telecommunications regulation, mobile money innovations and financial inclusion," Journal of Financial Regulation and Compliance, Emerald Group Publishing Limited, vol. 31(4), pages 503-521, April.
    22. Simplice A. Asongu & Raufhon Salahodjaev, 2023. "Demand-Side Mobile Money Drivers of Financial Inclusion: Minimum Economic Growth Thresholds for Mobile Money Innovations," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(4), pages 4848-4865, December.
    23. Simplice A. Asongu & Peter Agyemang-Mintah, 2024. "The relationship between inequality and poverty in developing countries: mitigating role of virtual social network and internet access in schools," Working Papers 24/011, European Xtramile Centre of African Studies (EXCAS).
    24. Naito, Hisahiro & Ismailov, Askar & Kimaro, Albert Benson, 2021. "The effect of mobile money on borrowing and saving: Evidence from Tanzania," World Development Perspectives, Elsevier, vol. 23(C).

    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. Simplice Asongu & Nicholas Odhiambo, 2017. "Mobile banking usage, quality of growth, inequality and poverty in developing countries," Working Papers of the African Governance and Development Institute. 17/046, African Governance and Development Institute..
    2. Asongu, Simplice & Nwachukwu, Jacinta, 2017. "Comparative human development thresholds for absolute and relative pro-poor mobile banking in developing countries," MPRA Paper 79636, University Library of Munich, Germany.
    3. Simplice A. Asongu & Nicholas M. Odhiambo, 2018. "Human development thresholds for inclusive mobile banking in developing countries," African Journal of Science, Technology, Innovation and Development, Taylor & Francis Journals, vol. 10(6), pages 735-744, September.
    4. Simplice A. Asongu & Ndemaze Asongu, 2018. "Comparative determinants of quality of growth in developing countries," International Journal of Happiness and Development, Inderscience Enterprises Ltd, vol. 4(1), pages 65-89.
    5. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2017. "Quality of Growth Empirics: Comparative gaps, benchmarking and policy syndromes," Journal of Policy Modeling, Elsevier, vol. 39(5), pages 861-882.
    6. Simplice A. Asongu & Jacinta C. Nwachukwu, 2018. "Recent finance advances in information technology for inclusive development: a systematic review," Netnomics, Springer, vol. 19(1), pages 65-93, October.
    7. Simplice A. Asongu & Jacinta C. Nwachukwu, 2017. "Recent finance advances in information technology for inclusive development: a survey," Research Africa Network Working Papers 17/009, Research Africa Network (RAN).
    8. Asongu, Simplice, 2015. "Welfare Spending and Quality of Growth in Developing Countries: Evidence from Hopefuls, Contenders and Best Performers," MPRA Paper 68312, University Library of Munich, Germany.
    9. Simplice A. Asongu & Jacinta C. Nwachukwu, 2017. "Not all that glitters is gold: ICT and inclusive human development in Sub-Saharan Africa," International Journal of Happiness and Development, Inderscience Enterprises Ltd, vol. 3(4), pages 303-322.
    10. Simplice A. Asongu & Oasis Kodila-Tedika, 2015. "On the Empirics of Institutions and Quality of Growth: Evidence for Developing Countries," Research Africa Network Working Papers 15/041, Research Africa Network (RAN).
    11. Simplice A. Asongu & Lieven De Moor, 2015. "Recent advances in finance for inclusive development: a survey," Research Africa Network Working Papers 15/005, Research Africa Network (RAN).
    12. Simplice Asongu & Jacinta Nwachukwu, 2016. "Welfare Spending and Quality of Growth in Developing Countries: A Note on Evidence from Hopefuls, Contenders and Best Performers," Working Papers of the African Governance and Development Institute. 16/028, African Governance and Development Institute..
    13. Simplice A. Asongu & Ivo J. Leke, 2019. "External flows and inclusive human development in Sub-Saharan Africa," International Journal of Happiness and Development, Inderscience Enterprises Ltd, vol. 5(1), pages 33-56.
    14. 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.
    15. Simplice Asongu & Rexon Nting, 2021. "The role of finance in inclusive human development in Africa revisited," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 38(2), pages 345-370, February.
    16. Asongu, Simplice & Nwachukwu, Jacinta C., 2015. "Finance and Inclusive Human Development: Evidence from Africa," MPRA Paper 71787, University Library of Munich, Germany.
    17. Asongu, Simplice & Boateng, Agyenim & Akamavi, Raphael, 2016. "Mobile Phone Innovation and Inclusive Human Development: Evidence from Sub-Saharan Africa," MPRA Paper 75046, University Library of Munich, Germany.
    18. Kazeem B. Ajide & Olorunfemi Y. Alimi & Simplice A. Asongu, 2019. "Ethnic Diversity and Inequality in Sub-Saharan Africa: Do Institutions Reduce the Noise?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 1033-1062, October.
    19. Simplice Asongu & Vanessa Tchamyou, 2015. "Inequality, Finance and Pro-Poor Investment in Africa," Working Papers of the African Governance and Development Institute. 15/052, African Governance and Development Institute..
    20. Simplice A. Asongu, 2021. "The Effects of Mobile Phone Technology, Knowledge Creation and Diffusion on Inclusive Human Development in Sub-Saharan Africa," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(3), pages 1367-1398, September.

    More about this item

    Keywords

    Mobile money services; Quality of growth; poverty; inequality;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • I10 - Health, Education, and Welfare - - Health - - - General
    • I20 - Health, Education, and Welfare - - Education - - - General
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:agd:wpaper:17/011. 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: Asongu Simplice (email available below). General contact details of provider: https://edirc.repec.org/data/agdiycm.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.