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Small Firm Death in Developing Countries

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  • David McKenzie

    (World Bank)

  • Anna Luisa Paffhausen

    (University of Passau and World Bank)

Abstract

We collate sixteen panel surveys from twelve developing countries to develop stylized facts from over 14,000 firms on how much firm death there is, which types of these firms are most likely to die, and why they die. Small firms die at an average rate of 8.2% per year. Death rates are higher in richer countries, for younger firms and less profitable firms, and for firms run by youth. We also find that firm death need not mean permanent exit from self-employment for the firm owner.

Suggested Citation

  • David McKenzie & Anna Luisa Paffhausen, 2019. "Small Firm Death in Developing Countries," The Review of Economics and Statistics, MIT Press, vol. 101(4), pages 645-657, October.
  • Handle: RePEc:tpr:restat:v:101:y:2019:i:4:p:645-657
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    1. Suresh de Mel & David McKenzie & Christopher Woodruff, 2009. "Are Women More Credit Constrained? Experimental Evidence on Gender and Microenterprise Returns," American Economic Journal: Applied Economics, American Economic Association, vol. 1(3), pages 1-32, July.
    2. Lars Ivar Oppedal Berge & Kjetil Bjorvatn & Bertil Tungodden, 2015. "Human and Financial Capital for Microenterprise Development: Evidence from a Field and Lab Experiment," Management Science, INFORMS, vol. 61(4), pages 707-722, April.
    3. Fafchamps, Marcel & McKenzie, David & Quinn, Simon & Woodruff, Christopher, 2014. "Microenterprise growth and the flypaper effect: Evidence from a randomized experiment in Ghana," Journal of Development Economics, Elsevier, vol. 106(C), pages 211-226.
    4. Robert Cressy, 2006. "Why do Most Firms Die Young?," Small Business Economics, Springer, vol. 26(2), pages 103-116, March.
    5. Suresh de Mel & David McKenzie & Christopher Woodruff, 2019. "Labor Drops: Experimental Evidence on the Return to Additional Labor in Microenterprises," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 202-235, January.
    6. David McKenzie, 2017. "Identifying and Spurring High-Growth Entrepreneurship: Experimental Evidence from a Business Plan Competition," American Economic Review, American Economic Association, vol. 107(8), pages 2278-2307, August.
    7. Christopher Blattman & Eric P. Green & Julian Jamison & M. Christian Lehmann & Jeannie Annan, 2016. "The Returns to Microenterprise Support among the Ultrapoor: A Field Experiment in Postwar Uganda," American Economic Journal: Applied Economics, American Economic Association, vol. 8(2), pages 35-64, April.
    8. Gindling, T.H. & Newhouse, David, 2014. "Self-Employment in the Developing World," World Development, Elsevier, vol. 56(C), pages 313-331.
    9. David McKenzie & Christopher Woodruff, 2008. "Experimental Evidence on Returns to Capital and Access to Finance in Mexico," The World Bank Economic Review, World Bank, vol. 22(3), pages 457-482, November.
    10. Pablo Fajnzylber & William Maloney & Gabriel Montes Rojas, 2006. "Microenterprise Dynamics in Developing Countries: How Similar are They to Those in the Industrialized World? Evidence from Mexico," The World Bank Economic Review, World Bank, vol. 20(3), pages 389-419.
    11. Evans, David S, 1987. "The Relationship between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 567-581, June.
    12. Pascaline Dupas & Jonathan Robinson, 2013. "Savings Constraints and Microenterprise Development: Evidence from a Field Experiment in Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 163-192, January.
    13. de Mel, Suresh & McKenzie, David & Woodruff, Christopher, 2014. "Business training and female enterprise start-up, growth, and dynamics: Experimental evidence from Sri Lanka," Journal of Development Economics, Elsevier, vol. 106(C), pages 199-210.
    14. Nagler, Paula & Naudé, Wim, 2017. "Non-farm entrepreneurship in rural sub-Saharan Africa: New empirical evidence," Food Policy, Elsevier, vol. 67(C), pages 175-191.
    15. Premand, Patrick & Brodmann, Stefanie & Almeida, Rita K. & Grun, Rebekka & Barouni, Mahdi, 2012. "Entrepreneurship Training and Self-Employment among University Graduates: Evidence from a Randomized Trial in Tunisia," IZA Discussion Papers 7079, Institute of Labor Economics (IZA).
    16. Suresh de Mel & David McKenzie & Christopher Woodruff, 2013. "The Demand for, and Consequences of, Formalization among Informal Firms in Sri Lanka," American Economic Journal: Applied Economics, American Economic Association, vol. 5(2), pages 122-150, April.
    17. Eric Bartelsman & John Haltiwanger & Stefano Scarpetta, 2013. "Cross-Country Differences in Productivity: The Role of Allocation and Selection," American Economic Review, American Economic Association, vol. 103(1), pages 305-334, February.
    18. Groh, Matthew & McKenzie, David, 2016. "Macroinsurance for microenterprises: A randomized experiment in post-revolution Egypt," Journal of Development Economics, Elsevier, vol. 118(C), pages 13-25.
    19. David Atkin & Amit K. Khandelwal & Adam Osman, 2017. "Exporting and Firm Performance: Evidence from a Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 551-615.
    20. Mano, Yukichi & Iddrisu, Alhassan & Yoshino, Yutaka & Sonobe, Tetsushi, 2012. "How Can Micro and Small Enterprises in Sub-Saharan Africa Become More Productive? The Impacts of Experimental Basic Managerial Training," World Development, Elsevier, vol. 40(3), pages 458-468.
    21. Banerjee, Abhijit V & Newman, Andrew F, 1993. "Occupational Choice and the Process of Development," Journal of Political Economy, University of Chicago Press, vol. 101(2), pages 274-298, April.
    22. Mark E. Schweitzer & Scott Shane, 2016. "The Ins and Outs of Self-Employment: An Estimate of Business Cycle and Trend Effects," Working Papers (Old Series) 1621, Federal Reserve Bank of Cleveland.
    23. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    24. Suresh de Mel & David McKenzie & Christopher Woodruff, 2009. "Returns to Capital in Microenterprises: Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 423-423.
    25. Benhassine,Najy & Mckenzie,David J. & Pouliquen,Victor Maurice Joseph & Santini,Massimiliano & Benhassine,Najy & Mckenzie,David J. & Pouliquen,Victor Maurice Joseph & Santini,Massimiliano, 2016. "Can enhancing the benefits of formalization induce informal firms to become formal ? experimental evidence from Benin," Policy Research Working Paper Series 7900, The World Bank.
    26. Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1989. "The Growth and Failure of U. S. Manufacturing Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(4), pages 671-698.
    27. Eric Bartelsman & John Haltiwanger & Stefano Scarpetta, 2009. "Measuring and Analyzing Cross-country Differences in Firm Dynamics," NBER Chapters, in: Producer Dynamics: New Evidence from Micro Data, pages 15-76, National Bureau of Economic Research, Inc.
    28. Manuela Angelucci & Dean Karlan & Jonathan Zinman, 2015. "Microcredit Impacts: Evidence from a Randomized Microcredit Program Placement Experiment by Compartamos Banco," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 151-182, January.
    29. De Giorgi, Giacomo & Rahman, Aminur, 2013. "SME’s registration: Evidence from an RCT in Bangladesh," Economics Letters, Elsevier, vol. 120(3), pages 573-578.
    30. Andrew B. Bernard & J. Bradford Jensen, 2002. "The Deaths of Manufacturing Plants," NBER Working Papers 9026, National Bureau of Economic Research, Inc.
    31. Karlan, Dean & Knight, Ryan & Udry, Christopher, 2015. "Consulting and capital experiments with microenterprise tailors in Ghana," Journal of Economic Behavior & Organization, Elsevier, vol. 118(C), pages 281-302.
    32. Gustavo Henrique de Andrade & Miriam Bruhn & David McKenzie, 2016. "A Helping Hand or the Long Arm of the Law? Experimental Evidence on What Governments Can Do to Formalize Firms," The World Bank Economic Review, World Bank, vol. 30(1), pages 24-54.
    33. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
    34. Klapper, Leora & Richmond, Christine, 2011. "Patterns of business creation, survival and growth: Evidence from Africa," Labour Economics, Elsevier, vol. 18(S1), pages 32-44.
    35. Richard Ericson & Ariel Pakes, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(1), pages 53-82.
    36. Elwyn Davies & Andrew Kerr, 2015. "Firm Survival and Change in Ghana, 2003-2013," CSAE Working Paper Series 2015-06, Centre for the Study of African Economies, University of Oxford.
    37. Higuchi, Yuki & Nam, Vu Hoang & Sonobe, Tetsushi, 2015. "Sustained impacts of Kaizen training," Journal of Economic Behavior & Organization, Elsevier, vol. 120(C), pages 189-206.
    38. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    39. Suresh de Mel & David McKenzie & Christopher Woodruff, 2010. "Wage Subsidies for Microenterprises," American Economic Review, American Economic Association, vol. 100(2), pages 614-618, May.
    40. Campos,Francisco Moraes Leitao & Goldstein,Markus P. & Mckenzie,David J. & Campos,Francisco Moraes Leitao & Goldstein,Markus P. & Mckenzie,David J., 2015. "Short-term impacts of formalization assistance and a bank information session on business registration and access to finance in Malawi," Policy Research Working Paper Series 7183, The World Bank.
    41. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    42. David McKenzie & Susana Puerto, 2021. "Growing Markets through Business Training for Female Entrepreneurs: A Market-Level Randomized Experiment in Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 13(2), pages 297-332, April.
    43. David McKenzie & Nabila Assaf & Ana Paula Cusolito, 2017. "The additionality impact of a matching grant programme for small firms: experimental evidence from Yemen," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 9(1), pages 1-14, January.
    44. Beaman, Lori & Magruder, Jeremy & Robinson, Jonathan, 2014. "Minding small change among small firms in Kenya," Journal of Development Economics, Elsevier, vol. 108(C), pages 69-86.
    45. Shiferaw, Admasu, 2009. "Survival of Private Sector Manufacturing Establishments in Africa: The Role of Productivity and Ownership," World Development, Elsevier, vol. 37(3), pages 572-584, March.
    46. Timothy Dunne & J. Bradford Jensen & Mark J. Roberts, 2009. "Producer Dynamics: New Evidence from Micro Data," NBER Books, National Bureau of Economic Research, Inc, number dunn05-1.
    47. Bardhan, Pranab & Udry, Christopher, 1999. "Development Microeconomics," OUP Catalogue, Oxford University Press, number 9780198773719.
    48. Mead, Donald C. & Liedholm, Carl, 1998. "The dynamics of micro and small enterprises in developing countries," World Development, Elsevier, vol. 26(1), pages 61-74, January.
    49. Michael McPherson, 1995. "The hazards of small firms in Southern Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 32(1), pages 31-54.
    50. Erica Field & Rohini Pande & John Papp & Natalia Rigol, 2013. "Does the Classic Microfinance Model Discourage Entrepreneurship among the Poor? Experimental Evidence from India," American Economic Review, American Economic Association, vol. 103(6), pages 2196-2226, October.
    51. Frazer, Garth, 2005. "Which Firms Die? A Look at Manufacturing Firm Exit in Ghana," Economic Development and Cultural Change, University of Chicago Press, vol. 53(3), pages 585-617, April.
    52. Miriam Bruhn & Bilal Zia, 2013. "Stimulating managerial capital in emerging markets: the impact of business training for young entrepreneurs," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 5(2), pages 232-266, June.
    53. Caroline Krafft, 2016. "Understanding the Dynamics of Household Enterprises in Egypt: Birth, Death, Growth and Transformation," Working Papers 983, Economic Research Forum, revised Mar 2016.
    54. Erica Field & Seema Jayachandran & Rohini Pande, 2010. "Do Traditional Institutions Constrain Female Entrepreneurship? A Field Experiment on Business Training in India," American Economic Review, American Economic Association, vol. 100(2), pages 125-129, May.
    55. Premand, Patrick & Brodmann, Stefanie & Almeida, Rita & Grun, Rebekka & Barouni, Mahdi, 2016. "Entrepreneurship Education and Entry into Self-Employment Among University Graduates," World Development, Elsevier, vol. 77(C), pages 311-327.
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    9. Charles Ackah & Holger Görg & Aoife Hanley & Cecilia Hornok, 2024. "Africa’s businesswomen – underfunded or underperforming?," Small Business Economics, Springer, vol. 62(3), pages 1051-1074, March.
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    More about this item

    JEL classification:

    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

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