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The Changing Structure of Africa's Economies

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  • Xinshen Diao
  • Kenneth Harttgen
  • Margaret McMillan

Abstract

Using data from the Groningen Growth and Development Center’s Africa Sector Database and the Demographic and Health Surveys, we show that much of Africa’s recent growth and poverty reduction has been associated with a substantive decline in the share of the labor force engaged in agriculture. This decline is most pronounced for rural females over the age of 25 who have a primary education; it has been accompanied by a systematic increase in the productivity of the labor force, as it has moved from low productivity agriculture to higher productivity services and manufacturing. We also show that although the employment share in manufacturing is not expanding rapidly, in most of the low-income African countries, the employment share in manufacturing has not peaked and is still expanding, albeit from very low levels. More work is needed to understand the implications of these shifts in employment shares for future growth and development in Africa south of the Sahara.

Suggested Citation

  • Xinshen Diao & Kenneth Harttgen & Margaret McMillan, 2017. "The Changing Structure of Africa's Economies," NBER Working Papers 23021, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:23021
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    1. 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.
    2. 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.
    3. World Bank, 2016. "World Development Indicators 2016," World Bank Publications - Books, The World Bank Group, number 23969.
    4. Kenneth Harttgen & Stephan Klasen & Sebastian Vollmer, 2013. "An African Growth Miracle? Or: What do Asset Indices Tell Us About Trends in Economic Performance?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59, pages 37-61, October.
    5. Andy McKay, 2013. "Growth and Poverty Reduction in Africa in the Last Two Decades: Evidence from an AERC Growth-Poverty Project and Beyond," Journal of African Economies, Centre for the Study of African Economies, vol. 22(suppl_1), pages -76, January.
    6. Shantayanan Devarajan, 2013. "Africa's Statistical Tragedy," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59, pages 9-15, October.
    7. Chenery, Hollis & Taylor, Lance, 1968. "Development Patterns: Among Countries And Over Time," Center for International Affairs (CIA) Archive 294545, Harvard University, Center for International Affairs.
    8. Margarida Duarte & Diego Restuccia, 2010. "The Role of the Structural Transformation in Aggregate Productivity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 129-173.
    9. Xavier Sala-i-Martin & Maxim Pinkovskiy, 2010. "African Poverty is Falling...Much Faster than You Think!," NBER Working Papers 15775, National Bureau of Economic Research, Inc.
    10. Margaret S. McMillan & Dani Rodrik, 2011. "Globalization, Structural Change and Productivity Growth," NBER Working Papers 17143, National Bureau of Economic Research, Inc.
    11. Stefan Dercon & Douglas Gollin, 2014. "Agriculture in African Development: A Review of Theories and Strategies," CSAE Working Paper Series 2014-22, Centre for the Study of African Economies, University of Oxford.
    12. Arndt, Channing & McKay, Andy & Tarp, Finn (ed.), 2016. "Growth and Poverty in Sub-Saharan Africa," OUP Catalogue, Oxford University Press, number 9780198744795.
    13. Mundlak, Yair & Butzer, Rita & Larson, Donald F., 2012. "Heterogeneous technology and panel data: The case of the agricultural production function," Journal of Development Economics, Elsevier, vol. 99(1), pages 139-149.
    14. McCullough, Ellen B., 2017. "Labor productivity and employment gaps in Sub-Saharan Africa," Food Policy, Elsevier, vol. 67(C), pages 133-152.
    15. repec:dgr:rugggd:gd-98 is not listed on IDEAS
    16. Sam Jones & John Page & Abebe Shimeles & Finn Tarp & John Page & Abebe Shimeles, 2015. "Aid, Employment and Poverty Reduction in Africa," African Development Review, African Development Bank, vol. 27(S1), pages 17-30, October.
    17. Morten Jerven & Deborah Johnston, 2015. "Statistical Tragedy in Africa? Evaluating the Data Base for African Economic Development," Journal of Development Studies, Taylor & Francis Journals, vol. 51(2), pages 111-115, February.
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    Cited by:

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    2. Grabrucker, Katharina & Grimm, Michael, 2018. "Does crime deter South Africans from self-employment?," Journal of Comparative Economics, Elsevier, vol. 46(2), pages 413-435.
    3. 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).
    4. Caldarola, Bernardo & Grazzi, Marco & Occelli, Martina & Sanfilippo, Marco, 2023. "Mobile internet, skills and structural transformation in Rwanda," Research Policy, Elsevier, vol. 52(10).
    5. Oriana Bandiera & Ahmed Elsayed & Andrea Smurra & Céline Zipfel, 2022. "Young Adults and Labor Markets in Africa," Journal of Economic Perspectives, American Economic Association, vol. 36(1), pages 81-100, Winter.
    6. Ecker, Olivier, 2018. "Agricultural transformation and food and nutrition security in Ghana: Does farm production diversity (still) matter for household dietary diversity?," Food Policy, Elsevier, vol. 79(C), pages 271-282.
    7. Bernard Hoekman & Marco Sanfilippo & Margherita Tambussi, 2023. "Foreign Direct Investment and Structural Transformation in Africa," RSCAS Working Papers 2023/02, European University Institute.
    8. 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.
    9. Büttner, Nicolas & Grimm, Michael & Günther, Isabel & Harttgen, Kenneth & Klasen, Stephan, 2022. "The fertility transition in Sub-Saharan Africa: The role of structural change," Passauer Diskussionspapiere, Volkswirtschaftliche Reihe V-90-22, University of Passau, Faculty of Business and Economics.
    10. Liu, Yanyan & Barrett, Christopher B. & Pham, Trinh & Violette, William, 2020. "The intertemporal evolution of agriculture and labor over a rapid structural transformation: Lessons from Vietnam," Food Policy, Elsevier, vol. 94(C).
    11. Atolia, Manoj & Loungani, Prakash & Marquis, Milton & Papageorgiou, Chris, 2020. "Rethinking development policy: What remains of structural transformation?," World Development, Elsevier, vol. 128(C).
    12. 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).
    13. Haroon Bhorat & Christopher Rooney & François Steenkamp, 2019. "Building Economic Complexity in Africa," Working Papers 201906, University of Cape Town, Development Policy Research Unit.
    14. Mulubrhan Amare & Priyanka Parvathi & Trung Thanh Nguyen, 2023. "Micro insights on the pathways to agricultural transformation: Comparative evidence from Southeast Asia and Sub‐Saharan Africa," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 71(1), pages 69-87, March.
    15. Rekha Ravindran & Suresh Babu Manalaya, 2023. "Does Premature Deindustrialisation Stall Growth? Evidence from Sub-Saharan Africa," Progress in Development Studies, , vol. 23(1), pages 65-81, January.
    16. Azenui, Ngwinui Belinda & Rada, Codrina, 2021. "Labor productivity growth in sub-Sahara African LDCs: sectoral contributions and macroeconomic factors," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 10-26.
    17. 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).
    18. Senadza Bernardin & Nketiah-Amponsah Edward & Ampaw Samuel, 2018. "Nonfarm diversification and the well-being of rural farm households in developing countries: Evidence from Ghana using new dataset," Review of Economics, De Gruyter, vol. 69(3), pages 207-229, December.
    19. 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.
    20. Ecker, O., 2018. "Agricultural Transformation and Food and Nutrition Security: Does Farm Production Diversity (Still) Matter for Dietary Diversity among Ghanaian Farm Households?," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 276999, International Association of Agricultural Economists.

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    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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