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Agglomeration and productivity in South Africa: Evidence from firm-level data

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  • Hammed Amusa
  • Njeri Wabiri
  • David Fadiran

Abstract

Using comprehensive, anonymized tax administrative data for the 2008-14 period, we examine firm-level productivity in South Africa. Measures of firm-level productivity are included in a spatial autoregressive model that assesses spillovers from total factor productivity originating from agglomeration economies and the spatial diffusion of productivity shocks. We find that across South Africa's firms, intermediate inputs have the highest impact on firm productivity.

Suggested Citation

  • Hammed Amusa & Njeri Wabiri & David Fadiran, 2019. "Agglomeration and productivity in South Africa: Evidence from firm-level data," WIDER Working Paper Series wp-2019-93, World Institute for Development Economic Research (UNU-WIDER).
    • Handle: RePEc:unu:wpaper:wp-2019-93
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    3. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    4. Kelejian, Harry H. & Prucha, Ingmar R., 2010. "Specification and estimation of spatial autoregressive models with autoregressive and heteroskedastic disturbances," Journal of Econometrics, Elsevier, vol. 157(1), pages 53-67, July.
    5. Dominique Simonis, 2002. "Working Paper 16-02 - The New Economic Geography : a survey of the literature," Working Papers 0216, Federal Planning Bureau, Belgium.
    6. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    7. Beaudry, Catherine & Schiffauerova, Andrea, 2009. "Who's right, Marshall or Jacobs? The localization versus urbanization debate," Research Policy, Elsevier, vol. 38(2), pages 318-337, March.
    8. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    9. Todd M. Schmit & Jeffrey S. Hall, 2013. "Implications of Agglomeration Economies and Market Access for Firm Growth in Food Manufacturing," Agribusiness, John Wiley & Sons, Ltd., vol. 29(3), pages 306-324, June.
    10. Kurt A. Hafner, 2013. "Agglomeration economies and clustering -- evidence from German and European firms," Applied Economics, Taylor & Francis Journals, vol. 45(20), pages 2938-2953, July.
    11. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    12. Amil Petrin & Brian P. Poi & James Levinsohn, 2004. "Production function estimation in Stata using inputs to control for unobservables," Stata Journal, StataCorp LP, vol. 4(2), pages 113-123, June.
    13. Daniel J. Graham & Patricia S. Melo & Piyapong Jiwattanakulpaisarn & Robert B. Noland, 2010. "Testing For Causality Between Productivity And Agglomeration Economies," Journal of Regional Science, Wiley Blackwell, vol. 50(5), pages 935-951, December.
    14. Sheng, Yu & Song, Ligang, 2013. "Re-estimation of firms' total factor productivity in China's iron and steel industry," China Economic Review, Elsevier, vol. 24(C), pages 177-188.
    15. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    16. Pontus Braunerhjelm & Benny Borgman, 2004. "Geographical Concentration, Entrepreneurship and Regional Growth: Evidence from Regional Data in Sweden, 1975-99," Regional Studies, Taylor & Francis Journals, vol. 38(8), pages 929-947.
    17. Duncan Pieterse & Elizabeth Gavin & C. Friedrich Kreuser, 2018. "Introduction to the South African Revenue Service and National Treasury Firm‐Level Panel," South African Journal of Economics, Economic Society of South Africa, vol. 86(S1), pages 6-39, January.
    18. Daniel J. Graham, 2007. "Agglomeration, Productivity and Transport Investment," Journal of Transport Economics and Policy, University of Bath, vol. 41(3), pages 317-343, September.
    19. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    20. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    21. Sai Ding & Alessandra Guariglia & Richard Harris, 2016. "The determinants of productivity in Chinese large and medium-sized industrial firms, 1998–2007," Journal of Productivity Analysis, Springer, vol. 45(2), pages 131-155, April.
    22. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    23. Richard Harris & John Moffat, 2015. "Plant-level determinants of total factor productivity in Great Britain, 1997–2008," Journal of Productivity Analysis, Springer, vol. 44(1), pages 1-20, August.
    24. Marianne Matthee & Neil Rankin & Tasha Webb & Carli Bezuidenhout, 2018. "Understanding Manufactured Exporters at the Firm‐Level: New Insights from Using SARS Administrative Data," South African Journal of Economics, Economic Society of South Africa, vol. 86(S1), pages 96-119, January.
    25. Danlin Yu & Yehua Dennis Wei, 2008. "Spatial data analysis of regional development in Greater Beijing, China, in a GIS environment," Papers in Regional Science, Wiley Blackwell, vol. 87(1), pages 97-117, March.
    26. Charlie Karlsson & Börje Johansson & Roger R. Stough (ed.), 2005. "Industrial Clusters and Inter-Firm Networks," Books, Edward Elgar Publishing, number 3577.
    27. Anders Malmberg & Bo Malmberg & Per Lundequist, 2000. "Agglomeration and Firm Performance: Economies of Scale, Localisation, and Urbanisation among Swedish Export Firms," Environment and Planning A, , vol. 32(2), pages 305-321, February.
    28. Shanzi Ke, 2010. "Agglomeration, productivity, and spatial spillovers across Chinese cities," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(1), pages 157-179, August.
    29. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    30. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
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    Keywords

    Agglomeration; Firm productivity; South Africa;
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