IDEAS home Printed from https://ideas.repec.org/a/kap/sbusec/v58y2022i3d10.1007_s11187-020-00443-8.html
   My bibliography  Save this article

One swallow does not make a summer: episodes and persistence in high growth

Author

Listed:
  • Silviano Esteve-Pérez

    (Universitat de Valencia)

  • Fabio Pieri

    (University of Trento)

  • Diego Rodriguez

    (Universidad Complutense de Madrid)

Abstract

This paper analyzes firms’ episodes (spells) of high growth (HG) using a sample of Spanish manufacturing firms observed over two decades. The use of duration models allows us to investigate the following: (i) the probability of experiencing HG episodes, (ii) persistence in HG, and (iii) the determinants of the transitions in and out of the HG state and whether their impact varies over the business cycle. We find that about half of the firms experience at least one HG episode, but they seldom experience more than one. Moreover, high-growth status is rarely repeated due to high first-year selection. Yet, in subsequent years beyond the first one, the hazard rate from HG status falls substantially. These results suggest an “episodic” nature of HG and further allow us to identify two groups of firms characterized by the following: (i) (relatively) long HG spells and short no high-growth (NHG) spells and (ii) short HG spells and long NHG spells. In addition, some firm and market (demand) characteristics increase the probability of becoming an HG firm and enhancing HG persistence. Finally, during the downturn, the role of younger age and smaller size in explaining HG decreases.

Suggested Citation

  • Silviano Esteve-Pérez & Fabio Pieri & Diego Rodriguez, 2022. "One swallow does not make a summer: episodes and persistence in high growth," Small Business Economics, Springer, vol. 58(3), pages 1517-1544, March.
  • Handle: RePEc:kap:sbusec:v:58:y:2022:i:3:d:10.1007_s11187-020-00443-8
    DOI: 10.1007/s11187-020-00443-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11187-020-00443-8
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11187-020-00443-8?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Marco Vivarelli, 2014. "Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature," Journal of Economic Issues, Taylor & Francis Journals, vol. 48(1), pages 123-154.
    2. John Haltiwanger & Ron S. Jarmin & Robert Kulick & Javier Miranda, 2016. "High Growth Young Firms: Contribution to Job, Output, and Productivity Growth," NBER Chapters, in: Measuring Entrepreneurial Businesses: Current Knowledge and Challenges, pages 11-62, National Bureau of Economic Research, Inc.
    3. Silviano Esteve-Pérez & Fabio Pieri & Diego Rodriguez, 2018. "Age and productivity as determinants of firm survival over the industry life cycle," Industry and Innovation, Taylor & Francis Journals, vol. 25(2), pages 167-198, February.
    4. Paul Schreyer, 2000. "High-Growth Firms and Employment," OECD Science, Technology and Industry Working Papers 2000/3, OECD Publishing.
    5. Francesca Lotti & Enrico Santarelli & Marco Vivarelli, 2009. "Defending Gibrat’s Law as a long-run regularity," Small Business Economics, Springer, vol. 32(1), pages 31-44, January.
    6. Alex Coad & Sven-Olov Daunfeldt & Daniel Halvarsson, 2018. "Bursting into life: firm growth and growth persistence by age," Small Business Economics, Springer, vol. 50(1), pages 55-75, January.
    7. Alex Coad & Stjepan Srhoj, 0. "Catching Gazelles with a Lasso: Big data techniques for the prediction of high-growth firms," Small Business Economics, Springer, vol. 0, pages 1-25.
    8. Clarke, George R.G. & Cull, Robert & Kisunko, Gregory, 2012. "External finance and firm survival in the aftermath of the crisis: Evidence from Eastern Europe and Central Asia," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 372-392.
    9. Martina Lawless, 2014. "Age or size? Contributions to job creation," Small Business Economics, Springer, vol. 42(4), pages 815-830, April.
    10. Giulio Bottazzi & Alex Coad & Nadia Jacoby & Angelo Secchi, 2011. "Corporate growth and industrial dynamics: evidence from French manufacturing," Applied Economics, Taylor & Francis Journals, vol. 43(1), pages 103-116.
    11. Criscuolo, Chiara & Gal, Peter N. & Menon, Carlo, 2014. "The dynamics of employment growth: new evidence from 18 countries," LSE Research Online Documents on Economics 60286, London School of Economics and Political Science, LSE Library.
    12. Andrea Pozzi & Fabiano Schivardi, 2016. "Demand or productivity: what determines firm growth?," RAND Journal of Economics, RAND Corporation, vol. 47(3), pages 608-630, August.
    13. 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.
    14. Alex Coad & Stjepan Srhoj, 2020. "Catching Gazelles with a Lasso: Big data techniques for the prediction of high-growth firms," Small Business Economics, Springer, vol. 55(3), pages 541-565, October.
    15. Lucia Foster & John Haltiwanger & Chad Syverson, 2016. "The Slow Growth of New Plants: Learning about Demand?," Economica, London School of Economics and Political Science, vol. 83(329), pages 91-129, January.
    16. Giulio Bottazzi & Angelo Secchi, 2006. "Explaining the distribution of firm growth rates," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 235-256, June.
    17. John Hutchinson & Ana Xavier, 2006. "Comparing the Impact of Credit Constraints on the Growth of SMEs in a Transition Country with an Established Market Economy," Small Business Economics, Springer, vol. 27(2), pages 169-179, October.
    18. Daron Acemoglu & Ufuk Akcigit & Harun Alp & Nicholas Bloom & William Kerr, 2018. "Innovation, Reallocation, and Growth," American Economic Review, American Economic Association, vol. 108(11), pages 3450-3491, November.
    19. Magnus Henrekson & Dan Johansson, 2010. "Gazelles as job creators: a survey and interpretation of the evidence," Small Business Economics, Springer, vol. 35(2), pages 227-244, September.
    20. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    21. Werner Hölzl, 2014. "Persistence, survival, and growth: a closer look at 20 years of fast-growing firms in Austria," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 199-231, February.
    22. Harrison, Rupert & Jaumandreu, Jordi & Mairesse, Jacques & Peters, Bettina, 2014. "Does innovation stimulate employment? A firm-level analysis using comparable micro-data from four European countries," International Journal of Industrial Organization, Elsevier, vol. 35(C), pages 29-43.
    23. Sven-Olov Daunfeldt & Daniel Halvarsson, 2015. "Are high-growth firms one-hit wonders? Evidence from Sweden," Small Business Economics, Springer, vol. 44(2), pages 361-383, February.
    24. Sharon Belenzon & Tomer Berkovitz & Luis A. Rios, 2013. "Capital Markets and Firm Organization: How Financial Development Shapes European Corporate Groups," Management Science, INFORMS, vol. 59(6), pages 1326-1343, June.
    25. Eva Christine Erhardt, 0. "Measuring the persistence of high firm growth: choices and consequences," Small Business Economics, Springer, vol. 0, pages 1-28.
    26. Robert E. Carpenter & Bruce C. Petersen, 2002. "Is The Growth Of Small Firms Constrained By Internal Finance?," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 298-309, May.
    27. Alex Coad & Sven-Olov Daunfeldt & Werner Hölzl & Dan Johansson & Paul Nightingale, 2014. "High-growth firms: introduction to the special section," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 91-112, February.
    28. 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.
    29. Teresa C Fort & John Haltiwanger & Ron S Jarmin & Javier Miranda, 2013. "How Firms Respond to Business Cycles: The Role of Firm Age and Firm Size," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(3), pages 520-559, August.
    30. Andy Lockett & Johan Wiklund & Per Davidsson & Sourafel Girma, 2011. "Organic and Acquisitive Growth: Re‐examining, Testing and Extending Penrose's Growth Theory," Journal of Management Studies, Wiley Blackwell, vol. 48(1), pages 48-74, January.
    31. Marco Grazzi & Daniele Moschella, 2018. "Small, young, and exporters: New evidence on the determinants of firm growth," Journal of Evolutionary Economics, Springer, vol. 28(1), pages 125-152, January.
    32. 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.
    33. Daniele Moschella & Federico Tamagni & Xiaodan Yu, 2019. "Persistent high-growth firms in China’s manufacturing," Small Business Economics, Springer, vol. 52(3), pages 573-594, March.
    34. Albert Bravo-Biosca & Chiara Criscuolo & Carlo Menon, 2016. "What drives the dynamics of business growth?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 31(88), pages 703-742.
    35. David Audretsch & Alex Coad & Agustí Segarra, 2014. "Firm growth and innovation," Small Business Economics, Springer, vol. 43(4), pages 743-749, December.
    36. Bianchini, Stefano & Pellegrino, Gabriele, 2019. "Innovation persistence and employment dynamics," Research Policy, Elsevier, vol. 48(5), pages 1171-1186.
    37. 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.
    38. Alex Coad, 2009. "The Growth of Firms," Books, Edward Elgar Publishing, number 13424.
    39. Giovanni Dosi & Marco Grazzi & Daniele Moschella & Gary Pisano & Federico Tamagni, 2019. "Long-Term Firm Growth: An Empirical Analysis of US Manufacturers 1959-2015," LEM Papers Series 2019/13, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    40. Guarascio, Dario & Tamagni, Federico, 2019. "Persistence of innovation and patterns of firm growth," Research Policy, Elsevier, vol. 48(6), pages 1493-1512.
    41. Zoltán J. Ács & Pamela Mueller, 2015. "Employment effects of business dynamics: Mice, Gazelles and Elephants," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 16, pages 304-319, Edward Elgar Publishing.
    42. Francesco Manaresi, 2015. "Net employment growth by firm size and age in Italy," Questioni di Economia e Finanza (Occasional Papers) 298, Bank of Italy, Economic Research and International Relations Area.
    43. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    44. Arnold, Jens & Scarpetta, Stefano & Nicoletti, Giuseppe, 2011. "Regulation, resource reallocation and productivity growth," EIB Papers 4/2011, European Investment Bank, Economics Department.
    45. Alex Coad & Werner Hölzl, 2009. "On the Autocorrelation of Growth Rates," Journal of Industry, Competition and Trade, Springer, vol. 9(2), pages 139-166, June.
    46. Alex Coad, 2007. "A Closer Look at Serial Growth Rate Correlation," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 31(1), pages 69-82, August.
    47. Delmar, Frederic & Davidsson, Per & Gartner, William B., 2003. "Arriving at the high-growth firm," Journal of Business Venturing, Elsevier, vol. 18(2), pages 189-216, March.
    48. Giovanni Dosi & Marco Grazzi & Daniele Moschella & Gary Pisano & Federico Tamagni, 2020. "Long-term firm growth: an empirical analysis of US manufacturers 1959–2015 [Scaling behavior in economics: the problem of quantifying company growth]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(2), pages 309-332.
    49. Hall, Bronwyn H, 1987. "The Relationship between Firm Size and Firm Growth in the U.S. Manufacturing Sector," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 583-606, June.
    50. Simon Parker & David Storey & Arjen Witteloostuijn, 2010. "What happens to gazelles? The importance of dynamic management strategy," Small Business Economics, Springer, vol. 35(2), pages 203-226, September.
    51. 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.
    52. Marco Capasso & Elena Cefis & Koen Frenken, 2014. "On the existence of persistently outperforming firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(4), pages 997-1036.
    53. Zoltan Acs & David Audretsch & Pontus Braunerhjelm & Bo Carlsson, 2012. "Growth and entrepreneurship," Small Business Economics, Springer, vol. 39(2), pages 289-300, September.
    54. Fabiana Moreno & Alex Coad, 2015. "High-Growth Firms: Stylized Facts and Conflicting Results," SPRU Working Paper Series 2015-05, SPRU - Science Policy Research Unit, University of Sussex Business School.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ivan Savin & Maria Novitskaya, 2023. "Data-driven definitions of gazelle companies that rule out chance: application for Russia and Spain," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(3), pages 507-542, September.
    2. ARATA Yoshiyuki & MIYAKAWA Daisuke & MORI Katsuki, 2023. "The U-shaped Law of High-growth Firms," Discussion papers 23087, Research Institute of Economy, Trade and Industry (RIETI).
    3. Mansikkamäki, Susanna, 2023. "Firm growth and profitability: The role of age and size in shifts between growth–profitability configurations," Journal of Business Venturing Insights, Elsevier, vol. 19(C).
    4. Stjepan Srhoj & Alex Coad & Janette Walde, 2022. "HGX: The Anatomy of High Growth Exporters," Working Papers 2022-15, Faculty of Economics and Statistics, Universität Innsbruck.

    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. Daniele Moschella & Federico Tamagni & Xiaodan Yu, 2019. "Persistent high-growth firms in China’s manufacturing," Small Business Economics, Springer, vol. 52(3), pages 573-594, March.
    2. Erhardt, Eva, 2017. "Who persistently creates jobs? Absolute versus relative high-growth firms," MPRA Paper 79307, University Library of Munich, Germany.
    3. Erhardt, Eva Christine, 2018. "Firm performance after high growth: A comparison of absolute and relative growth measures," MPRA Paper 88077, University Library of Munich, Germany.
    4. Alex Coad & Sven-Olov Daunfeldt & Daniel Halvarsson, 2018. "Bursting into life: firm growth and growth persistence by age," Small Business Economics, Springer, vol. 50(1), pages 55-75, January.
    5. Alex Coad, 2022. "Lumps, Bumps and Jumps in the Firm Growth Process," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 18(4), pages 212-267, April.
    6. Eva Christine Erhardt, 2021. "Measuring the persistence of high firm growth: choices and consequences," Small Business Economics, Springer, vol. 56(1), pages 451-478, January.
    7. Bianchini, Stefano & Pellegrino, Gabriele, 2019. "Innovation persistence and employment dynamics," Research Policy, Elsevier, vol. 48(5), pages 1171-1186.
    8. Florian Leon, 2019. "The elusive quest for high- growth firms in Africa: The (lack of) growth persistence in Senegal," Working Papers hal-02493326, HAL.
    9. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    10. Florian Léon, 2022. "The elusive quest for high-growth firms in Africa: when other metrics of performance say nothing," Small Business Economics, Springer, vol. 58(1), pages 225-246, January.
    11. Stefano Bianchini & Giulio Bottazzi & Federico Tamagni, 2017. "What does (not) characterize persistent corporate high-growth?," Small Business Economics, Springer, vol. 48(3), pages 633-656, March.
    12. 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.
    13. Pietro Santoleri, 2020. "Innovation and job creation in (high-growth) new firms [An international cohort comparison of size effects on job growth]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(3), pages 731-756.
    14. 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.
    15. 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.
    16. Sven-Olov Daunfeldt & Daniel Halvarsson, 2015. "Are high-growth firms one-hit wonders? Evidence from Sweden," Small Business Economics, Springer, vol. 44(2), pages 361-383, February.
    17. 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.
    18. Giulio Bottazzi & Taewon Kang & Federico Tamagni, 2023. "Persistence in firm growth: inference from conditional quantile transition matrices," Small Business Economics, Springer, vol. 61(2), pages 745-770, August.
    19. Yannis Caloghirou & Ioannis Giotopoulos & Alexandra Kontolaimou & Aggelos Tsakanikas, 2022. "Inside the black box of high-growth firms in a crisis-hit economy: corporate strategy, employee human capital and R&D capabilities," International Entrepreneurship and Management Journal, Springer, vol. 18(3), pages 1319-1345, September.
    20. Alex Coad & Werner Hölzl, 2012. "Firm Growth: Empirical Analysis," Chapters, in: Michael Dietrich & Jackie Krafft (ed.), Handbook on the Economics and Theory of the Firm, chapter 24, Edward Elgar Publishing.

    More about this item

    Keywords

    Duration analysis; High-growth firms; Persistence in high growth; Manufacturing firms; Business cycle;
    All these keywords.

    JEL classification:

    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • M13 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - New Firms; Startups
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

    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:kap:sbusec:v:58:y:2022:i:3:d:10.1007_s11187-020-00443-8. 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.