IDEAS home Printed from https://ideas.repec.org/a/spr/joevec/v34y2024i4d10.1007_s00191-024-00863-9.html
   My bibliography  Save this article

An inquiry into the drivers of an entrepreneurial economy: A Bayesian clustering approach

Author

Listed:
  • Maximo Camacho

    (University of Murcia)

  • Emilio Congregado

    (University of Huelva)

  • Ana Rodriguez-Santiago

    (University of Huelva)

Abstract

Understanding the worldwide drivers of qualified entrepreneurship is a key issue in economic policy design. To help policy decisions exert their intended impact, we aim to cluster a wide range of countries on the basis of their levels and trends in self-employment productivity using a finite mixture model applied to a new large dataset of 121 countries covering the period of 1991–2019. Our results point to three groups of high-, medium-, and low-productive means and tendencies, the geographical distribution of which suggests that they can be reinterpreted using the three stages of economic development, namely, innovation-, efficiency-, and factor-driven economies. Notably, we find that widespread digitalization and low unemployment enhance the probability of transitioning into a highly productive cluster. However, we failed to find that industry weight or employment protection legislation strictness serve as determinants in the transition between groups. Suggestive rationales for these results and implications for the entrepreneurship policy agenda are also provided.

Suggested Citation

  • Maximo Camacho & Emilio Congregado & Ana Rodriguez-Santiago, 2024. "An inquiry into the drivers of an entrepreneurial economy: A Bayesian clustering approach," Journal of Evolutionary Economics, Springer, vol. 34(4), pages 991-1012, December.
  • Handle: RePEc:spr:joevec:v:34:y:2024:i:4:d:10.1007_s00191-024-00863-9
    DOI: 10.1007/s00191-024-00863-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00191-024-00863-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00191-024-00863-9?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. Blanchflower, David G., 2000. "Self-employment in OECD countries," Labour Economics, Elsevier, vol. 7(5), pages 471-505, September.
    2. Blanchflower, David G. & Shadforth, Chris, 2007. "Entrepreneurship in the UK," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 3(4), pages 257-364, July.
    3. Thurik, A. Roy & Carree, Martin A. & van Stel, André & Audretsch, David B., 2008. "Does self-employment reduce unemployment?," Journal of Business Venturing, Elsevier, vol. 23(6), pages 673-686, November.
    4. Poschke, Markus, 2013. "Who becomes an entrepreneur? Labor market prospects and occupational choice," Journal of Economic Dynamics and Control, Elsevier, vol. 37(3), pages 693-710.
    5. Satish Nambisan, 2017. "Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 41(6), pages 1029-1055, November.
    6. Erik Stam, 2015. "Entrepreneurial Ecosystems and Regional Policy: A Sympathetic Critique," European Planning Studies, Taylor & Francis Journals, vol. 23(9), pages 1759-1769, September.
    7. Wennekers, Sander & van Stel, André & Carree, Martin & Thurik, Roy, 2010. "The Relationship between Entrepreneurship and Economic Development: Is It U-Shaped?," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 6(3), pages 167-237, July.
    8. Anokhin, Sergey & Schulze, William S., 2009. "Entrepreneurship, innovation, and corruption," Journal of Business Venturing, Elsevier, vol. 24(5), pages 465-476, September.
    9. Kanniainen, Vesa & Vesala, Timo, 2005. "Entrepreneurship and labor market institutions," Economic Modelling, Elsevier, vol. 22(5), pages 828-847, September.
    10. David G. Blanchflower, 2004. "Self-Employment: More may not be better," NBER Working Papers 10286, National Bureau of Economic Research, Inc.
    11. Estrin, Saul & Korosteleva, Julia & Mickiewicz, Tomasz, 2013. "Which institutions encourage entrepreneurial growth aspirations?," Journal of Business Venturing, Elsevier, vol. 28(4), pages 564-580.
    12. Markus Poschke, 2018. "The Firm Size Distribution across Countries and Skill-Biased Change in Entrepreneurial Technology," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 1-41, July.
    13. Steven Scott, 2011. "Data augmentation, frequentist estimation, and the Bayesian analysis of multinomial logit models," Statistical Papers, Springer, vol. 52(1), pages 87-109, February.
    14. Scott Shane, 2009. "Why encouraging more people to become entrepreneurs is bad public policy," Small Business Economics, Springer, vol. 33(2), pages 141-149, August.
    15. Sobel, Russell S., 2008. "Testing Baumol: Institutional quality and the productivity of entrepreneurship," Journal of Business Venturing, Elsevier, vol. 23(6), pages 641-655, November.
    16. Zoltan Acs, 2008. "How is Entrepreneurship Good for Economic Growth?," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 21, pages 291-301, Edward Elgar Publishing.
    17. James D. Hamilton & Michael T. Owyang, 2012. "The Propagation of Regional Recessions," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 935-947, November.
    18. Jafari-Sadeghi, Vahid & Garcia-Perez, Alexeis & Candelo, Elena & Couturier, Jerome, 2021. "Exploring the impact of digital transformation on technology entrepreneurship and technological market expansion: The role of technology readiness, exploration and exploitation," Journal of Business Research, Elsevier, vol. 124(C), pages 100-111.
    19. Fruhwirth-Schnatter, Sylvia & Kaufmann, Sylvia, 2008. "Model-Based Clustering of Multiple Time Series," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 78-89, January.
    20. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    21. David Urbano & David Audretsch & Sebastian Aparicio & Maria Noguera, 2020. "Does entrepreneurial activity matter for economic growth in developing countries? The role of the institutional environment," International Entrepreneurship and Management Journal, Springer, vol. 16(3), pages 1065-1099, September.
    22. Steven J. Davis & John Haltiwanger, 1996. "Employer Size and the Wage Structure in U.S. Manufacturing," Annals of Economics and Statistics, GENES, issue 41-42, pages 323-367.
    23. Carlo Pietrobelli & Roberta Rabellotti & Matteo Aquilina, 2004. "An empirical study of the determinants of self-employment in developing countries," Journal of International Development, John Wiley & Sons, Ltd., vol. 16(6), pages 803-820.
    24. Peter Zwan & Roy Thurik & Ingrid Verheul & Jolanda Hessels, 2016. "Factors influencing the entrepreneurial engagement of opportunity and necessity entrepreneurs," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 273-295, December.
    25. Congregado, Emilio & Golpe, Antonio A. & Carmona, Mónica, 2010. "Is it a good policy to promote self-employment for job creation? Evidence from Spain," Journal of Policy Modeling, Elsevier, vol. 32(6), pages 828-842, November.
    26. Maloney, William F., 2004. "Informality Revisited," World Development, Elsevier, vol. 32(7), pages 1159-1178, July.
    27. Mário Centeno, 2000. "Is self-employment a response to labour market rigidity?," Economic Bulletin and Financial Stability Report Articles and Banco de Portugal Economic Studies, Banco de Portugal, Economics and Research Department.
    28. Sylvia Kaufmann, 2010. "Dating and forecasting turning points by Bayesian clustering with dynamic structure: a suggestion with an application to Austrian data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(2), pages 309-344.
    29. Poschke, Markus, 2025. "Wage employment, unemployment and self-employment across countries," Journal of Monetary Economics, Elsevier, vol. 149(C).
    30. Maksim Belitski & Farzana Chowdhury & Sameeksha Desai, 2016. "Taxes, corruption, and entry," Small Business Economics, Springer, vol. 47(1), pages 201-216, June.
    31. repec:ptu:bdpart:b200008 is not listed on IDEAS
    32. repec:adr:anecst:y:1996:i:41-42:p:14 is not listed on IDEAS
    33. Zoltan Acs & Sameeksha Desai & Jolanda Hessels, 2008. "Entrepreneurship, economic development and institutions," Small Business Economics, Springer, vol. 31(3), pages 219-234, October.
    34. Peter Zwan & Roy Thurik & Ingrid Verheul & Jolanda Hessels, 2016. "Erratum to: Factors influencing the entrepreneurial engagement of opportunity and necessity entrepreneurs," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 297-297, December.
    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. David Urbano & Sebastian Aparicio & David Audretsch, 2019. "Twenty-five years of research on institutions, entrepreneurship, and economic growth: what has been learned?," Small Business Economics, Springer, vol. 53(1), pages 21-49, June.
    2. Ivano Dileo & Thaís García Pereiro, 2019. "Assessing the impact of individual and context factors on the entrepreneurial process. A cross-country multilevel approach," International Entrepreneurship and Management Journal, Springer, vol. 15(4), pages 1393-1441, December.
    3. Jana Schmutzler & Veneta Andonova & Jonathan Perez-Lopez, 2021. "The role of diaspora in opportunity-driven entrepreneurial ecosystems: A mixed-methods study of Balkan economies," International Entrepreneurship and Management Journal, Springer, vol. 17(2), pages 693-729, June.
    4. Bendig, David & Kleine-Stegemann, Lucas & Mazur, Michael & Zapkau, Florian B., 2024. "A multi-level analysis of the relationship between formal institutions and ambitious entrepreneurship: The moderating role of economic development," International Business Review, Elsevier, vol. 33(5).
    5. David B. Audretsch & Maksim Belitski & Farzana Chowdhury & Sameeksha Desai, 2022. "Necessity or opportunity? Government size, tax policy, corruption, and implications for entrepreneurship," Small Business Economics, Springer, vol. 58(4), pages 2025-2042, April.
    6. R. Sandra Schillo & Ajax Persaud & Meng Jin, 2016. "Entrepreneurial readiness in the context of national systems of entrepreneurship," Small Business Economics, Springer, vol. 46(4), pages 619-637, April.
    7. Emanuel Wittberg & Gissur Ó. Erlingsson & Karl Wennberg, 2024. "Does local government corruption inhibit entrepreneurship?," Small Business Economics, Springer, vol. 62(2), pages 775-806, February.
    8. Martin Carree & Emilio Congregado & Antonio Golpe & André van Stel, 2015. "Self-employment and job generation in metropolitan areas, 1969-2009," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 27(3-4), pages 181-201, April.
    9. Catherine Laffineur & Saulo Dubard Barbosa & Alain Fayolle & Emeran Nziali, 2017. "Active labor market programs’ effects on entrepreneurship and unemployment," Small Business Economics, Springer, vol. 49(4), pages 889-918, December.
    10. Boudreaux, Christopher & Caudill, Steven, 2019. "Entrepreneurship, Institutions, and Economic Growth: Does the Level of Development Matter?," MPRA Paper 94244, University Library of Munich, Germany.
    11. Christopher J. Boudreaux & Boris Nikolaev, 2019. "Capital is not enough: opportunity entrepreneurship and formal institutions," Small Business Economics, Springer, vol. 53(3), pages 709-738, October.
    12. Gascón Salillas, Patricia, 2020. "La actividad emprendedora: Análisis transversal en la Comunidad Foral de Navarra [Entrepreneurship activity: Cross-sectional analysis in the Region of Navarra]," MPRA Paper 99386, University Library of Munich, Germany.
    13. Belitski, Maksim & Desai, Sameeksha, 2024. "Filtering or facilitating productive entrepreneurship?," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    14. Melita Nicotra & Marco Romano & Manlio Giudice & Carmela Elita Schillaci, 2018. "The causal relation between entrepreneurial ecosystem and productive entrepreneurship: a measurement framework," The Journal of Technology Transfer, Springer, vol. 43(3), pages 640-673, June.
    15. Rafik Abdesselam & Jean Bonnet & Patricia Renou-Maissant & Mathilde Aubry, 2018. "Entrepreneurship, economic development, and institutional environment: evidence from OECD countries," Journal of International Entrepreneurship, Springer, vol. 16(4), pages 504-546, December.
    16. Irina Bilan & Constantin-Marius Apostoaie, 2023. "Unemployment benefits, entrepreneurship policies, and new business creation," Small Business Economics, Springer, vol. 61(4), pages 1411-1436, December.
    17. Román, Concepción & Congregado, Emilio & Millán, José María, 2013. "Start-up incentives: Entrepreneurship policy or active labour market programme?," Journal of Business Venturing, Elsevier, vol. 28(1), pages 151-175.
    18. Lucio Fuentelsaz & Consuelo Gonz�lez-Gil & Juan P. Maicas, 2015. "What determines entepreneurial failure: taking advantage of the institutional context," Documentos de Trabajo dt2015-05, Facultad de Ciencias Económicas y Empresariales, Universidad de Zaragoza.
    19. Marcus Box & Karl Gratzer & Xiang Lin, 2023. "Self-employment, corruption, and property rights: a comparative analysis of European and CEE economies," SN Business & Economics, Springer, vol. 3(1), pages 1-29, January.
    20. Alvina Sabah Idrees & Saima Sarwar, 2021. "State effectiveness, property rights and entrepreneurial behaviour as determinants of National Innovation," Australian Economic Papers, Wiley Blackwell, vol. 60(3), pages 392-423, September.

    More about this item

    Keywords

    Entrepreneurship; Productive self-employment; Model-based clustering; Finite mixture models; Cross-country analysis; Transition probabilities;
    All these keywords.

    JEL classification:

    • M13 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - New Firms; Startups
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

    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:spr:joevec:v:34:y:2024:i:4:d:10.1007_s00191-024-00863-9. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.