IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v65y2023icp78-100.html
   My bibliography  Save this article

Productive efficiency, structural change, and catch-up within Africa

Author

Listed:
  • Mensah, Emmanuel B.
  • Owusu, Solomon
  • Foster-McGregor, Neil

Abstract

This paper studies the dynamics of labor productivity convergence and technology catch-up within Africa, shedding light on two important and inter-related issues that are central to Africa’s growth: (i) convergence of relative productivity among African countries and (ii) the role of technological change and technological catch-up in driving productivity change across and within African countries. We do this by using a nonparametric method to estimate an African production frontier. Productivity change in Africa is decomposed into two components: technological change and technological catch-up. Our results show that Botswana and Mauritius are the only two countries in Africa that have converged to the productivity as well as the efficiency level of the frontier. This successful convergence is driven more by technological catch-up and less by technological change. We explore the special role of technological catch-up by decomposing it into within-sector convergence, between-sector convergence and initial specialization using a structural model (Shift and Share catch-up decomposition). The results highlight the special role of structural change in closing the productivity gap with the frontier. This paper contributes to recent evidence suggesting that countries can climb up the income ladder at a faster rate through a two-pronged transformation – i.e., structural change and technological catch-up.

Suggested Citation

  • Mensah, Emmanuel B. & Owusu, Solomon & Foster-McGregor, Neil, 2023. "Productive efficiency, structural change, and catch-up within Africa," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 78-100.
  • Handle: RePEc:eee:streco:v:65:y:2023:i:c:p:78-100
    DOI: 10.1016/j.strueco.2023.02.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X23000115
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2023.02.006?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    2. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    3. Fagerberg, Jan, 2000. "Technological progress, structural change and productivity growth: a comparative study," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 393-411, December.
    4. Baldwin, Richard & Forslid, Rikard, 2023. "Globotics and Development: When Manufacturing Is Jobless and Services Are Tradeable," World Trade Review, Cambridge University Press, vol. 22(3-4), pages 302-311, October.
    5. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    6. Oleg Badunenko & Pavlo Mozharovskyi, 2016. "Nonparametric frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 550-589, September.
    7. Léopold Simar & Paul W. Wilson, 2011. "Performance of the Bootstrap for DEA Estimators and Iterating the Principle," International Series in Operations Research & Management Science, in: William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), Handbook on Data Envelopment Analysis, chapter 0, pages 241-271, Springer.
    8. Douglas Gollin & Remi Jedwab & Dietrich Vollrath, 2016. "Urbanization with and without industrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 35-70, March.
    9. Mensah, Emmanuel Buadi & Szirmai, Adam, 2018. "Africa Sector Database (ASD): Expansion and update," MERIT Working Papers 2018-020, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    10. Gaaitzen de Vries & Marcel Timmer & Klaas de Vries, 2015. "Structural Transformation in Africa: Static Gains, Dynamic Losses," Journal of Development Studies, Taylor & Francis Journals, vol. 51(6), pages 674-688, June.
    11. Alberto Alesina & Michele Battisti & Joseph Zeira, 2018. "Technology and labor regulations: theory and evidence," Journal of Economic Growth, Springer, vol. 23(1), pages 41-78, March.
    12. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    13. Brian McCaig & Margaret S. McMillan & Iñigo Verduzco-Gallo & Keith Jefferis, 2015. "Stuck in the Middle? Structural Change and Productivity Growth in Botswana," NBER Working Papers 21029, National Bureau of Economic Research, Inc.
    14. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    15. Manca, Fabio, 2010. "Technology catch-up and the role of institutions," Journal of Macroeconomics, Elsevier, vol. 32(4), pages 1041-1053, December.
    16. Castellacci, Fulvio, 2008. "Technology clubs, technology gaps and growth trajectories," Structural Change and Economic Dynamics, Elsevier, vol. 19(4), pages 301-314, December.
    17. Michiel Van Dijk & Adam Szirmai, 2011. "The Micro‐Dynamics Of Catch‐Up In Indonesian Paper Manufacturing," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(1), pages 61-83, March.
    18. Acemoglu, Daron & Robinson, James A., 2006. "Economic Backwardness in Political Perspective," American Political Science Review, Cambridge University Press, vol. 100(1), pages 115-131, February.
    19. Sala-i-Martin, Xavier X., 1996. "Regional cohesion: Evidence and theories of regional growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1325-1352, June.
    20. Comin, D. & Hobijn, B., 2004. "Cross-country technology adoption: making the theories face the facts," Journal of Monetary Economics, Elsevier, vol. 51(1), pages 39-83, January.
    21. Xinshen Diao & Margaret McMillan & Samuel Wangwe, 2018. "Agricultural Labour Productivity and Industrialisation: Lessons for Africa," Journal of African Economies, Centre for the Study of African Economies, vol. 27(1), pages 28-65.
    22. Tarek M Harchaouia & Murat Üngörb, 2018. "The Lion on the Move Towards the World Frontier: Catching Up or Remaining Stuck?," Journal of African Economies, Centre for the Study of African Economies, vol. 27(3), pages 366-366.
    23. Roberto Basile & Roberta Capello & Andrea Caragliu, 2011. "Interregional Knowledge Spillovers and Economic Growth: The Role of Relational Proximity," Advances in Spatial Science, in: Karima Kourtit & Peter Nijkamp & Roger R. Stough (ed.), Drivers of Innovation, Entrepreneurship and Regional Dynamics, pages 21-43, Springer.
    24. Simar, Leopold & Wilson, Paul W., 2002. "Non-parametric tests of returns to scale," European Journal of Operational Research, Elsevier, vol. 139(1), pages 115-132, May.
    25. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    26. Rolf Färe & Shawna Grosskopf & Dimitri Margaritis, 2006. "Productivity Growth and Convergence in the European Union," Journal of Productivity Analysis, Springer, vol. 25(1), pages 111-141, April.
    27. Arvind Subramanian, 2009. "The Mauritian Success Story and its Lessons," WIDER Working Paper Series RP2009-36, World Institute for Development Economic Research (UNU-WIDER).
    28. Judith Fessehaie & Zavareh Rustomjee & Lauralyn Kaziboni, 2016. "Mining-related national systems of innovation in southern Africa National trajectories and regional integration," WIDER Working Paper Series 084, World Institute for Development Economic Research (UNU-WIDER).
    29. Shin-ichi Fukuda & Hideki Toya, 1995. "Conditional Convergence in East Asian Countries: The Role of Exports in Economic Growth," NBER Chapters, in: Growth Theories in Light of the East Asian Experience, pages 247-265, National Bureau of Economic Research, Inc.
    30. Hagen Kruse & Emmanuel Mensah & Kunal Sen & Gaaitzen de Vries, 2021. "A manufacturing renaissance? Industrialization trends in the developing world," WIDER Working Paper Series wp-2021-28, World Institute for Development Economic Research (UNU-WIDER).
    31. Matsuki, Takashi, 2019. "Per capita output convergence across Asian countries: Evidence from covariate unit root test with an endogenous structural break," Economic Modelling, Elsevier, vol. 82(C), pages 99-118.
    32. Xinshen Diao & Kenneth Harttgen & Margaret McMillan, 2017. "The Changing Structure of Africa’s Economies," The World Bank Economic Review, World Bank, vol. 31(2), pages 412-433.
    33. N. Gregory Mankiw & David Romer & David Weil, 1990. "A Contribution to the Empirics of Economic Growth," Working Papers 1990-24, Brown University, Department of Economics.
    34. Cem Ertur & Wilfried Koch, 2007. "Growth, technological interdependence and spatial externalities: theory and evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1033-1062.
    35. Alessandro Prati & Massimiliano Gaetano Onorato & Chris Papageorgiou, 2013. "Which Reforms Work and under What Institutional Environment? Evidence from a New Data Set on Structural Reforms," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 946-968, July.
    36. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
    37. Fare, Rolf & Grosskopf, Shawna, 1985. " Nonparametric Cost Approach to Scale Efficiency," Scandinavian Journal of Economics, Wiley Blackwell, vol. 87(4), pages 594-604.
    38. William Easterly & Norbert Fiess & Daniel Lederman, 2003. "NAFTA and Convergence in North America: High Expectations, Big Events, Little Time," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2003), pages 1-53, August.
    39. Lavopa, Alejandro & Szirmai, Adam, 2018. "Structural modernisation and development traps. An empirical approach," World Development, Elsevier, vol. 112(C), pages 59-73.
    40. Kaplan, David, 2012. "South African mining equipment and specialist services: Technological capacity, export performance and policy," Resources Policy, Elsevier, vol. 37(4), pages 425-433.
    41. Dani Rodrik, 2016. "Premature deindustrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 1-33, March.
    42. 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.
    43. Rath, Badri Narayan & Akram, Vaseem, 2019. "A reassessment of total factor productivity convergence: Evidence from cross-country analysis," Economic Modelling, Elsevier, vol. 82(C), pages 87-98.
    44. Ndubuisi, Gideon & Otioma, Chuks & Owusu, Solomon & Tetteh, Godsway Korku, 2022. "ICTs quality and technical efficiency: An empirical analysis," Telecommunications Policy, Elsevier, vol. 46(10).
    45. Judith Fessehaie & Zavareh Rustomjee & Lauralyn Kaziboni, 2016. "Mining-related national systems of innovation in southern Africa: National trajectories and regional integration," WIDER Working Paper Series wp-2016-84, World Institute for Development Economic Research (UNU-WIDER).
    46. Andreoni, Antonio & Tregenna, Fiona, 2020. "Escaping the middle-income technology trap: A comparative analysis of industrial policies in China, Brazil and South Africa," Structural Change and Economic Dynamics, Elsevier, vol. 54(C), pages 324-340.
    47. Subodh Kumar & R. Robert Russell, 2002. "Technological Change, Technological Catch-up, and Capital Deepening: Relative Contributions to Growth and Convergence," American Economic Review, American Economic Association, vol. 92(3), pages 527-548, June.
    48. Maty Konte & Wilfried A Kouamé & Emmanuel B Mensah, 2022. "Corrigendum to: Structural Reforms and Labor Productivity Growth in Developing Countries: Intra or Inter-Reallocation Channel?," The World Bank Economic Review, World Bank, vol. 36(3), pages 800-800.
    49. Parente, Stephen L & Prescott, Edward C, 1994. "Barriers to Technology Adoption and Development," Journal of Political Economy, University of Chicago Press, vol. 102(2), pages 298-321, April.
    50. Maty Konte & Wilfried A Kouamé & Emmanuel B Mensah, 2022. "Structural Reforms and Labor Productivity Growth in Developing Countries: Intra or Inter-Reallocation Channel?," The World Bank Economic Review, World Bank, vol. 36(3), pages 646-669.
    51. Diao, Xinshen & Harttgen, Kenneth & McMillan, Margaret S., 2017. "The changing structure of Africa’s economies," IFPRI discussion papers 1598, International Food Policy Research Institute (IFPRI).
    52. Dani Rodrik, 2013. "Unconditional Convergence in Manufacturing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 165-204.
    Full references (including those not matched with items on IDEAS)

    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. Mensah, Emmanuel B. & Owusu, Solomon & Foster-McGregor, Neil, 2020. "Productive efficiency, technological change and catch up within Africa," MERIT Working Papers 2020-033, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    2. Owusu, Solomon & Szirmai, Adam & Foster-McGregor, Neil, 2020. "The rise of the service sector in the global economy," MERIT Working Papers 2020-056, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    3. Matthieu Charpe, 2023. "Convergence heterogeneity at the local level in sub‐Saharan Africa," Papers in Regional Science, Wiley Blackwell, vol. 102(2), pages 273-305, April.
    4. Mensah, Emmanuel & Owusu, Solomon & Foster-McGregor, Neil & Szirmai, Adam, 2018. "Structural change, productivity growth and labour market turbulence in Africa," MERIT Working Papers 2018-025, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    5. Gideon Ndubuisi & Solomon Owusu, 2023. "Trade for catch-up: examining how global value chains participation affects productive efficiency," Journal of Productivity Analysis, Springer, vol. 59(2), pages 195-215, April.
    6. Michele Battisti & Massimo Del Gatto & Christopher F. Parmeter, 2018. "Labor productivity growth: disentangling technology and capital accumulation," Journal of Economic Growth, Springer, vol. 23(1), pages 111-143, March.
    7. Naudé, Wim & Tregenna, Fiona, 2023. "Africa's Industrialization Prospects: A Fresh Look," IZA Discussion Papers 16043, Institute of Labor Economics (IZA).
    8. Mensah, Emmanuel B., 2020. "Is sub-Saharan Africa deindustrializing?," MERIT Working Papers 2020-045, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    9. Stefan Pahl & Marcel P. Timmer, 2020. "Do Global Value Chains Enhance Economic Upgrading? A Long View," Journal of Development Studies, Taylor & Francis Journals, vol. 56(9), pages 1683-1705, July.
    10. Dimitris Margaritis & Rolf Färe & Shawna Grosskopf, 2007. "Productivity, convergence and policy: a study of OECD countries and industries," Journal of Productivity Analysis, Springer, vol. 28(1), pages 87-105, October.
    11. Matthias Busse & Ceren Erdogan & Henning Mühlen, 2019. "Structural transformation and its relevance for economic growth in Sub‐Saharan Africa," Review of Development Economics, Wiley Blackwell, vol. 23(1), pages 33-53, February.
    12. Michele Battisti & Massimo Del Gatto & Christopher F. Parmeter, 2018. "Labor productivity growth: disentangling technology and capital accumulation," Journal of Economic Growth, Springer, vol. 23(1), pages 111-143, March.
    13. Hagen Kruse & Emmanuel Mensah & Kunal Sen & Gaaitzen Vries, 2023. "A Manufacturing (Re)Naissance? Industrialization in the Developing World," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 71(2), pages 439-473, June.
    14. Thomas Gries & Rainer Grundmann, 2020. "Modern sector development: The role of exports and institutions in developing countries," Review of Development Economics, Wiley Blackwell, vol. 24(2), pages 644-667, May.
    15. R, Rekha & M, Suresh Babu, 2022. "Premature deindustrialisation and growth slowdowns in middle-income countries," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 377-389.
    16. Voxi Heinrich Amavilah & Antonio Rodriguez Andres, 2022. "Knowledge Economy and the Economic Performance of African Countries: A Seemingly Unrelated and Recursive Approach," Working Papers 57, The German University in Cairo, Faculty of Management Technology.
    17. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2018. "Technology diffusion, international integration and participation in developing economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 15(1), pages 215-253, January.
    18. Esteban Lafuente & Zoltan J. Acs & Mark Sanders & László Szerb, 2020. "The global technology frontier: productivity growth and the relevance of Kirznerian and Schumpeterian entrepreneurship," Small Business Economics, Springer, vol. 55(1), pages 153-178, June.
    19. Mihály Borsi & Norbert Metiu, 2015. "The evolution of economic convergence in the European Union," Empirical Economics, Springer, vol. 48(2), pages 657-681, March.
    20. Kerekes, Monika, 2007. "Analyzing patterns of economic growth: a production frontier approach," Discussion Papers 2007/15, Free University Berlin, School of Business & Economics.

    More about this item

    Keywords

    Africa; Productive efficiency; Structural change; Technological change; Technological catch-up;
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • N1 - Economic History - - Macroeconomics and Monetary Economics; Industrial Structure; Growth; Fluctuations

    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:eee:streco:v:65:y:2023:i:c:p:78-100. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    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.