IDEAS home Printed from https://ideas.repec.org/a/sae/sagope/v13y2023i1p21582440231163479.html
   My bibliography  Save this article

Drivers of SME Growth: Quantile Regression Evidence From Developing Countries

Author

Listed:
  • Aysa Ipek Erdogan

Abstract

This study explores the determinants of firm growth rate for small and medium-sized enterprises (SMEs) in different quantiles of the conditional growth rate distribution using data from World Bank Enterprise Surveys (WBES) covering 80 developing and emerging markets. It contributes to the literature by providing evidence of the effects of insufficiently investigated factors on firm growth. It also examines the impacts on firm growth of certain factors for which there is conflicting empirical evidence. Our quantile regression results show that firm age is negatively associated with firm growth rate throughout the entire distribution, except the lower tail. Firm size has a negative effect on growth rate in the upper tail of the distribution. We also find that the industry experience of the top manager positively impacts the growth rate only in the upper-middle range of the distribution. Product innovation positively affects firm growth rate from the lower-middle range to the highest quantile of the growth distribution. Additionally, we provide evidence that process innovation has a positive relationship with growth in the middle quantiles. SMEs that see access to financing as a more severe obstacle to their operations have lower growth rates throughout almost the entire growth distribution.

Suggested Citation

  • Aysa Ipek Erdogan, 2023. "Drivers of SME Growth: Quantile Regression Evidence From Developing Countries," SAGE Open, , vol. 13(1), pages 21582440231, March.
  • Handle: RePEc:sae:sagope:v:13:y:2023:i:1:p:21582440231163479
    DOI: 10.1177/21582440231163479
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/21582440231163479
    Download Restriction: no

    File URL: https://libkey.io/10.1177/21582440231163479?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
    ---><---

    References listed on IDEAS

    as
    1. Johan Wiklund & Dean Shepherd, 2003. "Aspiring for, and Achieving Growth: The Moderating Role of Resources and Opportunities," Journal of Management Studies, Wiley Blackwell, vol. 40(8), pages 1919-1941, December.
    2. Thomas Cooley & Ramon Marimon & Vincenzo Quadrini, 2004. "Aggregate Consequences of Limited Contract Enforceability," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 817-847, August.
    3. Mehdi Ben Slimane & Leila Baghdadi, 2019. "How internationalization affects firms' growth in the MENA region? A quantile regression approach," Economics Bulletin, AccessEcon, vol. 39(2), pages 751-771.
    4. Stelian STANCU & Eugenia GRECU & Mirela Ionela ACELEANU & Daniela Livia TRAŞCĂ & Claudiu Tiberiu ALBULESCU, 2021. "Does Firm Size Matters for Firm Growth? Evidence from the Romanian Health Sector," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 17-31, December.
    5. 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.
    6. Parente Paulo M.D.C. & Santos Silva João M.C., 2016. "Quantile Regression with Clustered Data," Journal of Econometric Methods, De Gruyter, vol. 5(1), pages 1-15, January.
    7. Yilong An & Yinghua Zhang, 2021. "Crossing the Valley of Death for SMEs: Management Practices From China," SAGE Open, , vol. 11(3), pages 21582440211, September.
    8. Paloma Lopez-Garcia & Sergio Puente, 2012. "What makes a high-growth firm? A dynamic probit analysis using Spanish firm-level data," Small Business Economics, Springer, vol. 39(4), pages 1029-1041, November.
    9. Colin C. Williams & Slavko Bezeredi, 2018. "Evaluating The Impact Of Informal Sector Competition On Firm Performance: Some Lessons From South-East Europe," Journal of Developmental Entrepreneurship (JDE), World Scientific Publishing Co. Pte. Ltd., vol. 23(04), pages 1-14, December.
    10. 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.
    11. James R. Tybout, 2000. "Manufacturing Firms in Developing Countries: How Well Do They Do, and Why?," Journal of Economic Literature, American Economic Association, vol. 38(1), pages 11-44, March.
    12. Onji, Kazuki, 2009. "The response of firms to eligibility thresholds: Evidence from the Japanese value-added tax," Journal of Public Economics, Elsevier, vol. 93(5-6), pages 766-775, June.
    13. Tran, Viet T. & Walle, Yabibal M. & Herwartz, Helmut, 2020. "The impact of local financial development on firm growth in Vietnam: Does the level of corruption matter?," European Journal of Political Economy, Elsevier, vol. 62(C).
    14. Giulio Cainelli & Rinaldo Evangelista & Maria Savona, 2006. "Innovation and economic performance in services: a firm-level analysis," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 30(3), pages 435-458, May.
    15. Marco Pagano & Ailsa Röell, 1998. "The Choice of Stock Ownership Structure: Agency Costs, Monitoring, and the Decision to Go Public," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(1), pages 187-225.
    16. Zélia Serrasqueiro & Paulo Maçãs Nunes & João Leitão & Manuel Armada, 2010. "Are there non-linearities between SME growth and its determinants? A quantile approach," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(4), pages 1071-1108, August.
    17. Colombelli, Alessandra & Haned, Naciba & Le Bas, Christian, 2013. "On firm growth and innovation: Some new empirical perspectives using French CIS (1992–2004)," Structural Change and Economic Dynamics, Elsevier, vol. 26(C), pages 14-26.
    18. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2010. "Who Creates Jobs? Small vs. Large vs. Young," Working Papers 10-17, Center for Economic Studies, U.S. Census Bureau.
    19. Giorgio Barba Navaretti & Davide Castellani & Fabio Pieri, 2014. "Age and firm growth: evidence from three European countries," Small Business Economics, Springer, vol. 43(4), pages 823-837, December.
    20. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    21. Mike Burkart & Denis Gromb & Fausto Panunzi, 1997. "Large Shareholders, Monitoring, and the Value of the Firm," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 693-728.
    22. Toke Reichstein & Michael Dahl & Bernd Ebersberger & Morten Jensen, 2010. "The devil dwells in the tails," Journal of Evolutionary Economics, Springer, vol. 20(2), pages 219-231, April.
    23. Vahe Lskavyan & Mariana Spatareanu, 2006. "Ownership Concentration, Market Monitoring and Performance: Evidence from the UK, The Czech Republic and Poland," Journal of Applied Economics, Taylor & Francis Journals, vol. 9(1), pages 91-104, May.
    24. Rahaman, Mohammad M., 2011. "Access to financing and firm growth," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 709-723, March.
    25. Costas Arkolakis & Theodore Papageorgiou & Olga Timoshenko, 2018. "Firm Learning and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 146-168, January.
      • Costas Arkolakis & Theodore Papageorgiou & Olga A. Timoshenko, 2015. "Firm Learning and Growth," Working Papers 2015-5, The George Washington University, Institute for International Economic Policy.
    26. Huiming Zhu & Zhongqingyang Zhang & Yuan Huang & Weifang Mao, 2021. "Quantile heterogeneous impact of R&D on firm growth in Chinese manufacture: how ownership, firm size and sectors matter?," Applied Economics, Taylor & Francis Journals, vol. 53(28), pages 3267-3287, June.
    27. Angela Triguero & David Córcoles & Maria Cuerva, 2014. "Persistence of innovation and firm’s growth: evidence from a panel of SME and large Spanish manufacturing firms," Small Business Economics, Springer, vol. 43(4), pages 787-804, December.
    28. Rajeev K. Goel & Michael A. Nelson, 2022. "Employment effects of R&D and process innovation: evidence from small and medium-sized firms in emerging markets," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(1), pages 97-123, March.
    29. Niels Bosma & Mirjam van Praag & Roy Thurik & Gerrit de Wit, 2004. "The Value of Human and Social Capital Investments for the Business Performance of Startups," Small Business Economics, Springer, vol. 23(3), pages 227-236, October.
    30. Maria Bas & Antoine Berthou, 2021. "Financial development, reallocation and growth: Firm heterogeneity matters," The World Economy, Wiley Blackwell, vol. 44(5), pages 1205-1231, May.
    31. Nafziger, E. Wayne & Terrell, Dek, 1996. "Entrepreneurial human capital and the long-run survival of firms in India," World Development, Elsevier, vol. 24(4), pages 689-696, April.
    32. Ghosh, Saibal, 2009. "Do productivity and ownership really matter for growth? Firm-level evidence," Economic Modelling, Elsevier, vol. 26(6), pages 1403-1413, November.
    33. Shleifer, Andrei & Vishny, Robert W, 1986. "Large Shareholders and Corporate Control," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 461-488, June.
    34. Ayyagari,Meghana & Juarros,Pedro Francisco & Martinez Peria,Maria Soledad & Singh,Sandeep, 2016. "Access to finance and job growth : firm-level evidence across developing countries," Policy Research Working Paper Series 7604, The World Bank.
    35. John (Jianqiu) Bai & Douglas Fairhurst & Matthew Serfling & David Denis, 2020. "Employment Protection, Investment, and Firm Growth," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 644-688.
    36. Meghana Ayyagari & Asli Demirgüç-Kunt & Vojislav Maksimovic, 2010. "Formal versus Informal Finance: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 23(8), pages 3048-3097, August.
    37. Nichter, Simeon & Goldmark, Lara, 2009. "Small Firm Growth in Developing Countries," World Development, Elsevier, vol. 37(9), pages 1453-1464, September.
    38. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    39. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    40. Ivan Miroshnychenko & Stefano Bozzi & Roberto Barontini, 2019. "Firm Growth and Legal Environment," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 48(1), February.
    41. Sverre J. Herstad & Tore Sandven, 2015. "When are recruited competences supportive of innovation? Inter-industry differences in the importance of similarity and diversity," Papers in Evolutionary Economic Geography (PEEG) 1505, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Feb 2015.
    42. Becchetti, Leonardo & Trovato, Giovanni, 2002. "The Determinants of Growth for Small and Medium Sized Firms: The Role of the Availability of External Finance," Small Business Economics, Springer, vol. 19(4), pages 291-306, December.
    43. Levy, Brian, 1991. "Obstacles to developing small and medium-sized enterprises : an empirical assessment," Policy Research Working Paper Series 588, The World Bank.
    44. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    45. Huy-Cuong Vo-Thai & Trinh-Hoang Hong-Hue & My-Linh Tran, 2021. "Technological- and Non-Technological Innovation During the Growth Phase of Industry Life Cycle: An Evidence From Vietnamese Manufacturing Enterprises," SAGE Open, , vol. 11(3), pages 21582440211, July.
    46. Chih-Hai Yang & Meng-Wen Tsou, 2020. "Globalization and firm growth: does ownership matter?," Small Business Economics, Springer, vol. 55(4), pages 1019-1037, December.
    47. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    48. Trinh, Long Quang & Doan, Ha Thi Thanh, 2018. "Internationalization and the growth of Vietnamese micro, small, and medium sized enterprises: Evidence from panel quantile regressions," Journal of Asian Economics, Elsevier, vol. 55(C), pages 71-83.
    49. Vahe Lskavyan & Mariana Spatareanu, 2006. "Ownership concentration, market monitoring and performance: Evidence from the UK, the Czech Republic and Poland," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 91-104, May.
    50. Alex Coad & Jaganaddha Tamvada, 2012. "Firm growth and barriers to growth among small firms in India," Small Business Economics, Springer, vol. 39(2), pages 383-400, September.
    51. 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.
    52. Ms. Era Dabla-Norris & Ms. Gabriela Inchauste, 2007. "Informality and Regulations: What Drives Firm Growth?," IMF Working Papers 2007/112, International Monetary Fund.
    53. Alvarez, Roberto & Crespi, Gustavo, 2003. "Determinants of Technical Efficiency in Small Firms," Small Business Economics, Springer, vol. 20(3), pages 233-244, May.
    54. SooGeun Ahn & Jeewhan Yoon & YoungJun Kim, 2018. "The innovation activities of small and medium-sized enterprises and their growth: quantile regression analysis and structural equation modeling," The Journal of Technology Transfer, Springer, vol. 43(2), pages 316-342, April.
    55. Olubunmi Ipinnaiye & Declan Dineen & Helena Lenihan, 2017. "Drivers of SME performance: a holistic and multivariate approach," Small Business Economics, Springer, vol. 48(4), pages 883-911, April.
    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. Francesco Quatraro & Marco Vivarelli, 2015. "Drivers of Entrepreneurship and Post-entry Performance of Newborn Firms in Developing Countries," The World Bank Research Observer, World Bank, vol. 30(2), pages 277-305.
    2. Giorgio Barba Navaretti & Davide Castellani & Fabio Pieri, 2014. "Age and firm growth: evidence from three European countries," Small Business Economics, Springer, vol. 43(4), pages 823-837, December.
    3. Marco Vivarelli, 2013. "Is entrepreneurship necessarily good? Microeconomic evidence from developed and developing countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(6), pages 1453-1495, December.
    4. Francesco Quatraro & Marco Vivarelli, 2013. "Entry and Post-Entry Dynamics in Developing Countries," GREDEG Working Papers 2013-20, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    5. Quatraro, Francesco & Vivarelli, Marco, 2013. "Entrepreneurship In A Developing Country Context," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201314, University of Turin.
    6. Bartoloni, Eleonora & Baussola, Maurizio & Bagnato, Luca, 2020. "Waiting for Godot? Success or failure of firms’ growth in a panel of Italian manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 55(C), pages 259-275.
    7. Rolando Vaz, 2023. "Firm growth in the Portuguese footwear industry: the location dilemma," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 70(2), pages 407-427, April.
    8. Daria Ciriaci & Pietro Moncada-Paternò-Castello & Peter Voigt, 2016. "Innovation and job creation: a sustainable relation?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(2), pages 189-213, August.
    9. Caterina Santi & Pietro Santoleri, 2017. "Exploring the link between innovation and growth in Chilean firms," Small Business Economics, Springer, vol. 49(2), pages 445-467, August.
    10. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    11. Chih-Hai Yang & Meng-Wen Tsou, 2020. "Globalization and firm growth: does ownership matter?," Small Business Economics, Springer, vol. 55(4), pages 1019-1037, December.
    12. Vivarelli, Marco, 2012. "Drivers of entrepreneurship and post-entry performance : microeconomic evidence from advanced and developing countries," Policy Research Working Paper Series 6245, The World Bank.
    13. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2013. "Like milk or wine: Does firm performance improve with age?," Structural Change and Economic Dynamics, Elsevier, vol. 24(C), pages 173-189.
    14. Guarascio, Dario & Tamagni, Federico, 2019. "Persistence of innovation and patterns of firm growth," Research Policy, Elsevier, vol. 48(6), pages 1493-1512.
    15. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    16. Francisco Rodrigues & Nuno Tavares & Gabriel Osório Barros, 2021. "Drivers of exceptional job creation – a dynamic probit approach using portuguese firm-level data," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 20(1), pages 45-69, January.
    17. Vivarelli, Marco, 2012. "Entrepreneurship in Advanced and Developing Countries: A Microeconomic Perspective," IZA Discussion Papers 6513, Institute of Labor Economics (IZA).
    18. Giorgio Barba Navaretti & Davide Castellani & Fabio Pieri, 2022. "CEO age, shareholder monitoring, and the organic growth of European firms," Small Business Economics, Springer, vol. 59(1), pages 361-382, June.
    19. Müller, Kathrin, 2009. "Employment growth in newly established firms: is there evidence for academic entrepreneur's human capital depreciation?," ZEW Discussion Papers 09-050, ZEW - Leibniz Centre for European Economic Research.
    20. Fabio Pieri, 2018. "Vertical organization of production and firm growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 83-106.

    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:sae:sagope:v:13:y:2023:i:1:p:21582440231163479. 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: SAGE Publications (email available below). General contact details of provider: .

    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.