The effect of the Great Recession on the employment growth of young vs. small firms in the Eurozone

https://doi.org/10.1016/j.strueco.2020.11.002Get rights and content

Highlights

  • Which firms were most affected by the Great Recession?

  • We study firm-level employment growth in ten Eurozone economies

  • During the crisis young firms remained the main contributors to net job creation

  • However, contrary to small firms, they experienced a sharper drop in growth rates

  • The effect is not related to firm productivity, but to dependence from external finance

  • Heterogeneous effects are found by sector and core-periphery macroeconomic status

Abstract

This paper examines the uneven impact of the Great Recession on firm-level employment growth across firm size and age classes. Based on firm-level data from ten Eurozone countries, we show that, notwithstanding the negative impact of the crisis, young firms were the most dynamic group of firms and prime contributors to net job creation even during the recession. However, conditional on survival, young firms experienced a sharp drop in their employment growth rates, whereas small firms were mostly unaffected. By using industry-level measures of external financial dependence, we then show how financial frictions were a driver of the growth rates slowdown of young firms.

Introduction

Understanding the role played by small and young businesses in the process of economic growth has long attracted the interest of both scholars and policy makers (Acs, Audretsch, Strom, 2009, Audretsch, 2002). In recent years, new evidence has emerged on the substantial contribution of young firms to aggregate net job creation (Haltiwanger et al., 2013), which has led to a reassessment of previous studies that had stressed the importance of small firms (Birch, 1981, Neumark, Wall, Zhang, 2011). However, the prominent role of young firms might not necessarily hold in times of economic distress. The available empirical evidence on how firms respond to recessions has yielded mixed results: some authors argue that downturns hurt large firms the most (Moscarini, Postel-Vinay, 2012, Varum, Rocha, 2013) while others argue that they are especially harmful to small (Gertler and Gilchrist, 1994) or young firms (Bartz, Winkler, 2016, Fort, Haltiwanger, Jarmin, Miranda, 2013, Huber, Oberhofer, Pfaffermayr, 2017). The different results imply considerable disagreement over the mechanisms through which recessionary shocks propagate in the economy, including the role played by financial frictions.

Given the conflicting results found in the literature, in this paper we provide new and original evidence on the impact of the economic downturns on employment growth across firm size and age by exploiting the double-dip recession experienced by Eurozone countries from 2008. The crisis had a very uneven effect on European economies and it is essential to understand what types of firms were especially affected by the downturn across countries. This is even more important at the time of writing, when the COVID-19 pandemic is causing a new downturn that will require appropriate policy responses. Our study aims to identify whether small or young firms were most vulnerable to the crisis, and to what extent credit market frictions were behind different growth performances. Drawing on the econometric approach developed by Haltiwanger et al. (2013), we find that, conditional on survival, young firms were the most dynamic businesses in terms of net job creation, but suffered relatively more than small firms during the double-dip recession. Conversely, small firms were mostly unaffected by the recession and, if anything, performed better compared with the pre-2008 period. We show that these results are robust to the inclusion of labour productivity, thus indicating that the decline in the growth rates of young firms is not driven by lower efficiency.

Furthermore, we explore whether financial frictions can explain the drop in employment growth rates of young firms by using industry-level measures of external financial dependence as in Rajan and Zingales (1998). Results indicate that financial frictions play a significant role since the relative decline of employment growth is more pronounced for young firms operating in sectors with higher external financial dependence. We then extend the analysis to consider the heterogeneous impact of the recession on sectors and countries. We find that the vulnerability of young firms to this double-dip recession is particularly high within manufacturing and high-tech sectors, and higher for peripheral than for core Eurozone economies.

The paper is structured as follows. Section 2 reviews the relevant literature. In section 3 we describe the data along with the econometric approach. Section 4 presents the results, section 5 provides a series of robustness checks and section 6 concludes with a reflection on the key results of the paper and their implications.

Section snippets

Related literature

In this section we review three strands of literature upon which our study builds. We start by discussing the research focusing on the relative importance of firm size vis-à-vis firm age in accounting for differences in firm growth rates; we next move towards those empirical contributions investigating whether economic downturns affect businesses depending on their size or age; we finally address one of the most prominent channels responsible for the greater fragility of firms during

Data

Our firm-level data are taken from Amadeus, a commercial database provided by Bureau van Dijk. We use two different Amadeus vintages (2011 and 2017) to construct our sample. We first selected those countries that adopted the euro by the time it replaced national currencies in 2002. We then extracted information regarding the non-financial private sector in these Eurozone countries between 2000 and 2016 largely following the strategy outlined in Kalemli-Ozcan et al. (2015). The final sample

Who creates jobs? Small vs young firms

We estimate employment-weighted OLS regressions using both the base size classification (yellow and green lines) and the average size classification (blue and red lines) using the pooled sample (i.e. 2001-2013). As for the US economy (Haltiwanger et al., 2013), the base size classification overstates the role of firm size given that this measure is more prone to regression to the mean bias. Moreover, young businesses display higher growth rates conditional on survival (see Figure 1)

Extensions and robustness checks

In this section we provide a series of extensions along with various robustness checks to test the sensitivity of the baseline estimates.

Sectoral heterogeneity. The above estimates may mask substantial heterogeneous effects of the crisis across different sectors. Prior research has in fact documented that sectors might respond differently to negative economic shocks (Stock and Watson, 1999) and that young firms might not be affected equally across sectors (Fort et al., 2013). For instance,

Conclusions

In this paper we investigate the impact of the 2008 double-dip recession on employment growth performances across firm size and age classes in the Eurozone. The results indicate that during the downturn young firms are more vulnerable than small firms, an interesting finding in light of the longstanding debate on the sources of employment growth in the economy, and on their behaviour against an exogenous shock. Notwithstanding the sharp drop in employment growth among young businesses, we find

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

We are grateful to the Editor and two anonymous referees for invaluable comments. We also thank Alex Coad and Federico Tamagni for helpful suggestions. The authors acknowledge the support by the European Unions Horizon 2020 research and innovation program under grant agreement No. 822781 - GROWINPRO.

References (58)

  • A. Popov et al.

    Do credit shocks affect labor demand? evidence for employment and wages during the financial crisis

    Journal of Financial Intermediation

    (2018)
  • B. Rijkers et al.

    Which firms create the most jobs in developing countries? Evidence from Tunisia

    Labour Economics

    (2014)
  • Sedlacek, P., Sterk, V., 2020. Startups and employment following the covid-19 pandemic: A...
  • Z.J. Acs et al.

    Entrepreneurship, growth, and public policy

    (2009)
  • P. Aghion et al.

    Credit constraints and the cyclicality of R&D investment: Evidence from France

    Journal of the European Economic Association

    (2012)
  • J.D. Angrist et al.

    Mostly harmless econometrics: An empiricist’s companion

    Princeton University Press

    (2009)
  • M. Anyadike-Danes et al.

    An international cohort comparison of size effects on job growth

    Small Business Economics

    (2015)
  • D.B. Audretsch

    The dynamic role of small firms: Evidence from the us

    Small business economics

    (2002)
  • D.G. Birch

    Job creation in america: How our smallest companies put the most people to work

    University of Illinois at Urbana-Champaign’s Academy for Entrepreneurial Leadership Historical Research Reference in Entrepreneurship

    (1987)
  • D.L. Birch

    Who creates jobs?

    The public interest

    (1981)
  • G. Bottazzi et al.

    Corporate performances and market selection: some comparative evidence

    Industrial and Corporate Change

    (2010)
  • G. Bottazzi et al.

    Financial constraints and firm dynamics

    Small Business Economics

    (2014)
  • N. Cetorelli et al.

    Finance as a barrier to entry: Bank competition and industry structure in local us markets

    The Journal of Finance

    (2006)
  • G. Chodorow-Reich

    The employment effects of credit market disruptions: Firm-level evidence from the 2008-9 financial crisis

    The Quarterly Journal of Economics

    (2014)
  • A. Coad

    The growth of firms: A survey of theories and empirical evidence

    (2009)
  • A. Coad

    Firm age: a survey

    Journal of Evolutionary Economics

    (2018)
  • A. Coad et al.

    Like milk or wine: Does firm performance improve with age?

    Structural Change and Economic Dynamics

    (2013)
  • C. Criscuolo et al.

    Do micro start-ups fuel job creation? Cross-country evidence from the dynemp express database

    Small Business Economics

    (2017)
  • S.J. Davis et al.

    Job creation and destruction

    MIT Press Books

    (1996)
  • Cited by (12)

    • Factors influencing business recovery from compound disasters: Evidence from Australian micro and small tourism businesses

      2022, Journal of Hospitality and Tourism Management
      Citation Excerpt :

      Creativity and innovation, such as in introducing new products, implementing more efficient processes, and better crisis communication and marketing, are the means to improve resilience and faster recovery (Broshi-Chen & Mansfeld, 2021). Mina and Santoleri (2021, p. 189) show that young businesses are “the most dynamic group even during the double-dip recession”. Younger small businesses exhibit higher growth rates compared to mature firms in times of crisis (Cowling et al., 2018).

    • Modeling economic losses and greenhouse gas emissions reduction during the COVID-19 pandemic: Past, present, and future scenarios for Italy

      2022, Economic Modelling
      Citation Excerpt :

      The existing literature on regional resilience has focused on several drivers related to the specific characteristics of local economies. Martin (2012) stresses the importance of the concept of economic structure in general, which can involve different dimensions such as industrial or technological structure, the skill composition of local labor markets, or the size distribution of firms (Mina and Santoleri, 2021; Fusillo et al., 2019). This study acknowledges the importance of looking at the sectoral composition of local economies to understand the varying impact of external shocks across different areas as well as how reconfiguring the economic structures can help successfully respond to a crisis (Martini, 2020; Bloise and Tancioni, 2021).

    View all citing articles on Scopus
    View full text