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Business Dynamics, Knowledge Economy, and the Economic Performance of African Countries

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  • Simplice A. Asongu

    (Yaoundé/Cameroon)

  • Voxi H. S. Amavilah

    (REEPS, Arizona, USA)

  • Antonio R. Andres

    (Ostrava, Czech Republic)

Abstract

This paper develops a framework (a) to examine whether or not the African business environment hinders or promotes the knowledge economy (KE), (b) to determine how the KE affects economic performance, and (c) how economic performance relates to the inequality-adjusted human socioeconomic development (IHDI) of 53 African countries during the 1996-2010 time period. We estimate the linkages with three related equations. The results support a strong correlation between the dynamics of starting and doing business and variations in KE. The results also show that there exists a weak link between KE and economic performance. Nonetheless, KE-influenced performance plays a more important role in socioeconomic development than some of the conventional control variables like foreign direct investment (FDI), foreign aid, and even private investment.

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  • Simplice A. Asongu & Voxi H. S. Amavilah & Antonio R. Andres, 2019. "Business Dynamics, Knowledge Economy, and the Economic Performance of African Countries," Working Papers of the African Governance and Development Institute. 19/004, African Governance and Development Institute..
    • Handle: RePEc:agd:wpaper:19/004
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    1. Simplice A. Asongu & Vanessa S. Tchamyou, 2019. "Foreign Aid, Education and Lifelong Learning in Africa," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 10(1), pages 126-146, March.
    2. Brixiová, Zuzana & Ncube, Mthuli & Bicaba, Zorobabel, 2015. "Skills and Youth Entrepreneurship in Africa: Analysis with Evidence from Swaziland," World Development, Elsevier, vol. 67(C), pages 11-26.
    3. Antonio Andrés & Simplice Asongu & Voxi Amavilah, 2015. "The Impact of Formal Institutions on Knowledge Economy," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 6(4), pages 1034-1062, December.
    4. Simplice A. Asongu & Jacinta C. Nwachukwu, 2016. "The role of lifelong learning on political stability and non violence: evidence from Africa," Journal of Economic Studies, Emerald Group Publishing, vol. 43(1), pages 141-164, 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. 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.
    7. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    8. Jonathan Temple & Paul A. Johnson, 1998. "Social Capability and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 965-990.
    9. 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.
    10. Simplice A. Asongu, 2018. "Introduction," AFEA Working Papers 18/018, African Finance and Economic Association (AFEA).
    11. Augustin Kwasi Fosu, 2013. "Institutions and African Economies: An Overview," Journal of African Economies, Centre for the Study of African Economies, vol. 22(4), pages 491-498, August.
    12. 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.
    13. 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.
    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. 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.
    16. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    17. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    18. Romer, Paul, 1993. "Idea gaps and object gaps in economic development," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 543-573, December.
    19. Greenaway-McGrevy, Ryan & Han, Chirok & Sul, Donggyu, 2012. "Asymptotic distribution of factor augmented estimators for panel regression," Journal of Econometrics, Elsevier, vol. 169(1), pages 48-53.
    20. Narcyz Roztocki & H. Roland Weistroffer, 2016. "Conceptualizing and Researching the Adoption of ICT and the Impact on Socioeconomic Development," Information Technology for Development, Taylor & Francis Journals, vol. 22(4), pages 541-549, October.
    21. Simplice Asongu, 2014. "The Questionable Economics of Development Assistance in Africa: Hot-Fresh Evidence, 1996–2010," The Review of Black Political Economy, Springer;National Economic Association, vol. 41(4), pages 455-480, December.
    22. Benn Eifert & Alan Gelb & Vijaya Ramachandran, 2005. "Business Environment and Comparative Advantage in Africa: Evidence from the Investment Climate Data," Working Papers 56, Center for Global Development.
    23. 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.
    24. Devarajan, Shantayanan & Easterley, William R. & Pack, Howard, 2001. "Is investment in Africa too low or too high : macro and micro evidence," Policy Research Working Paper Series 2519, The World Bank.
    25. Jane Miller & Yana van der Meulen Rodgers, 2008. "Economic importance and statistical significance: Guidelines for communicating empirical research," Feminist Economics, Taylor & Francis Journals, vol. 14(2), pages 117-149.
    26. Voxi Heinrich Amavilah, 2009. "Knowledge of African countries: production and value of doctoral dissertations," Applied Economics, Taylor & Francis Journals, vol. 41(8), pages 977-989.
    27. Simplice A. Asongu & Jacinta C. Nwachukwu, 2016. "Revolution empirics: predicting the Arab Spring," Empirical Economics, Springer, vol. 51(2), pages 439-482, September.
    28. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    29. Sen, Amartya, 1983. "Development: Which Way Now?," Economic Journal, Royal Economic Society, vol. 93(372), pages 742-762, December.
    30. David Colander, 2017. "Economists Should Stop Doing It with Models (and Start Doing It with Heuristics)," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 43(4), pages 729-733, September.
    31. 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.
    32. Joonghae Suh & Derek H. C. Chen, 2007. "Korea as a Knowledge Economy : Evolutionary Process and Lessons Learned," World Bank Publications - Books, The World Bank Group, number 6755.
    33. 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.
    34. 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.
    35. Voxi Heinrich Amavilah, 2005. "Resource Intra-Actions And Inter-Actions: Implications For Technological Change And Economic Growth," GE, Growth, Math methods 0508004, University Library of Munich, Germany.
    36. Sajda Qureshi, 2013. "Networks of change, shifting power from institutions to people: how are innovations in the use of information and communication technology transforming development?," Information Technology for Development, Taylor & Francis Journals, vol. 19(2), pages 97-99, April.
    37. Amavilah, Voxi & Asongu, Simplice A. & Andrés, Antonio R., 2017. "Effects of globalization on peace and stability: Implications for governance and the knowledge economy of African countries," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 91-103.
    38. K. Mlambo & T. W. Oshikoya, 2001. "Macroeconomic Factors and Investment in Africa," Journal of African Economies, Centre for the Study of African Economies, vol. 10(suppl_2), pages 12-47.
    39. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    40. Simplice Asongu, 2018. "Introduction," Working Papers of the African Governance and Development Institute. 18/021, African Governance and Development Institute..
    41. M. Humbani & M. Wiese, 2018. "A Cashless Society for All: Determining Consumers’ Readiness to Adopt Mobile Payment Services," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 409-429, July.
    42. Sajda Qureshi, 2013. "Information and Communication Technologies in the Midst of Global Change: How do we Know When Development Takes Place?," Information Technology for Development, Taylor & Francis Journals, vol. 19(3), pages 189-192, July.
    43. Sudhir Anand and Amartya Sen, 1994. "Human development Index: Methodology and Measurement," Human Development Occasional Papers (1992-2007) HDOCPA-1994-02, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
    44. Amartya Sen, 1999. "The Possibility of Social Choice," American Economic Review, American Economic Association, vol. 89(3), pages 349-378, June.
    45. 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.
    46. Simplice A. Asongu, 2018. "Introduction," Working Papers of the African Governance and Development Institute. 18/051, African Governance and Development Institute..
    47. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    48. Hopestone Kayiska Chavula, 2013. "Telecommunications development and economic growth in Africa," Information Technology for Development, Taylor & Francis Journals, vol. 19(1), pages 5-23, January.
    49. 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.
    50. Keun Lee, 2009. "How Can Korea be a Role Model for Catch-up Development?: A 'Capability-based View'," WIDER Working Paper Series RP2009-34, World Institute for Development Economic Research (UNU-WIDER).
    51. By Ales BulÌr, 2001. "Income Inequality: Does Inflation Matter?," IMF Staff Papers, Palgrave Macmillan, vol. 48(1), pages 1-5.
    52. Ianchovichina, Elena & Lundstrom, Susanna, 2009. "Inclusive growth analytics : framework and application," Policy Research Working Paper Series 4851, The World Bank.
    53. Colin McKenzie & Michael McAleer, 1997. "On Efficient Estimation and Correct Inference in Models with Generated Regressors: a General Approach," The Japanese Economic Review, Japanese Economic Association, vol. 48(4), pages 368-389, December.
    54. Mr. Magnus Saxegaard, 2006. "Excess Liquidity and Effectiveness of Monetary Policy: Evidence from Sub-Saharan Africa," IMF Working Papers 2006/115, International Monetary Fund.
    55. 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.
    56. Pádraig Carmody, 2013. "A knowledge economy or an information society in Africa? Thintegration and the mobile phone revolution," Information Technology for Development, Taylor & Francis Journals, vol. 19(1), pages 24-39, January.
    57. Jacob Wanjala Musila & Simon Pierre Sigué, 2010. "Corruption and International Trade: An Empirical Investigation of African Countries," The World Economy, Wiley Blackwell, vol. 33(1), pages 129-146, January.
    58. Simplice A. Asongu, 2018. "Introduction," Research Africa Network Working Papers 18/021, Research Africa Network (RAN).
    59. Augustin Kwasi Fosu, 2009. "Inequality and the Impact of Growth on Poverty: Comparative Evidence for Sub-Saharan Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 45(5), pages 726-745.
    60. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    61. 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.
    62. Jan Willem Gunning & Taye Mengistae, 2001. "Determinants of African Manufacturing Investment: the Microeconomic Evidence," Journal of African Economies, Centre for the Study of African Economies, vol. 10(suppl_2), pages 48-80.
    63. John Levendis & Sang H. Lee, 2013. "On the endogeneity of telecommunications and economic growth: evidence from Asia," Information Technology for Development, Taylor & Francis Journals, vol. 19(1), pages 62-85, January.
    64. Kalwij, Adriaan & Verschoor, Arjan, 2007. "Not by growth alone: The role of the distribution of income in regional diversity in poverty reduction," European Economic Review, Elsevier, vol. 51(4), pages 805-829, May.
    65. Simplice A. Asongu, 2018. "Introduction," Research Africa Network Working Papers 18/051, Research Africa Network (RAN).
    66. Stock J.H. & Watson M.W., 2002. "Forecasting Using Principal Components From a Large Number of Predictors," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 1167-1179, December.
    67. Shantayanan Devarajan & William Easterly & Howard Pack, 2001. "Is Investment in Africa Too High or Too Low? Macro‐ and Micro‐evidence," Journal of African Economies, Centre for the Study of African Economies, vol. 10(suppl_2), pages 81-108.
    68. Oxley, Les & McAleer, Michael, 1993. "Econometric Issues in Macroeconomic Models with Generated Regressors," Journal of Economic Surveys, Wiley Blackwell, vol. 7(1), pages 1-40.
    69. Pagan, Adrian, 1984. "Econometric Issues in the Analysis of Regressions with Generated Regressors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(1), pages 221-247, February.
    70. Brixiová, Zuzana & Ncube, Mthuli & Bicaba, Zorobabel, 2015. "Skills and Youth Entrepreneurship in Africa: Analysis with Evidence from Swaziland," World Development, Elsevier, vol. 67(C), pages 11-26.
    71. Sen, Amartya, 1997. "Editorial: Human capital and human capability," World Development, Elsevier, vol. 25(12), pages 1959-1961, December.
    72. Westerlund, Joakim & Urbain, Jean-Pierre, 2015. "Cross-sectional averages versus principal components," Journal of Econometrics, Elsevier, vol. 185(2), pages 372-377.
    73. Jushan Bai, 2003. "Inferential Theory for Factor Models of Large Dimensions," Econometrica, Econometric Society, vol. 71(1), pages 135-171, January.
    74. Jushan Bai & Serena Ng, 2006. "Confidence Intervals for Diffusion Index Forecasts and Inference for Factor-Augmented Regressions," Econometrica, Econometric Society, vol. 74(4), pages 1133-1150, July.
    75. Aparna Gosavi, 2018. "Can Mobile Money Help Firms Mitigate the Problem of Access to Finance in Eastern sub-Saharan Africa?," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 343-360, July.
    76. 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.
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    Keywords

    Business Dynamics; Knowledge Economy; Economic Performance;
    All these keywords.

    JEL classification:

    • L59 - Industrial Organization - - Regulation and Industrial Policy - - - Other
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O20 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - General
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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