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Spatial patterns and determinants of firm exit: an empirical analysis on France

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Abstract

The purpose of this research is to study the role of spatial agglomeration economies as drivers of firm exit in France over the period 2009–2013 by focusing on two regional variables (local financial development and local specialization). The spatial autocorrelation detected in the data leads us to apply spatial econometric techniques (Spatial Dynamic Panel models and spatial GMM) that permit us to control the estimation of spatial spillover effects. Our results show that firm exit is significantly influenced by positive spatial autocorrelation. Therefore, locations with high exit rates tend to be surrounded by similar ones. However, this phenomenon differs according to the period. In addition, we find that greater local financial development reduces the exit rate in a department, whereas local specialization seems not to exert any effect.

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Fig. 1

Source: own elaboration from the Eurostat dataset

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Notes

  1. As expected, in this case, the Akaike Information Criteria (AIC) and Bayesian Information Criteria (BIC) support the application of the SAC model.

  2. We did not add year dummy variables in the estimations to control for macroeconomic shocks (as suggested by Coad and Rao 2008), since the effect of the economic conjuncture in France in the years of the analysis differently affected the various sectors (Fougère et al. 2013). However, estimations with year dummy variables are reported in Table 6 in “Appendix” and confirm the relevance of the clustering effect.

References

  • Agarwal S, Hauswald R (2010) Distance and private information in lending. Rev Financ Stud 23(7):2758–2788

    Article  Google Scholar 

  • Amorim Varum C, Rocha VC (2012) The effect of crises on firm exit and the moderating effect of firm size. Econ Lett 114(1):94–97

    Article  Google Scholar 

  • Arcuri G, Levratto N (2018) Early stage SMEs bankruptcy, does local banking market matter? Small Bus Econ. https://doi.org/10.1007/s11187-018-0042-4

    Article  Google Scholar 

  • Arcuri G, Brunetto M, Levratto N (2019) La répartition spatiale des cessations d’entreprises – Une analyse des départements français après la crise. Rev Econ Reg Urb (2019/1, forthcoming)

  • Arellano M, Bover O (1995) Another look at the instrumental variable estimation of error-components models. J Econom 68:29–51

    Article  Google Scholar 

  • Armington C, Acs Z (2010) The determinants of regional variation in new firm formation. Reg Stud 36(1):33–45

    Article  Google Scholar 

  • Audretsch DB (1995) Innovation and industry evolution. MIT Press, Cambridge

    Google Scholar 

  • Audretsch DB, Feldman MP (1996) R&D spillovers and the geography of innovation and production. Am Econ Rev 86(3):630–640

    Google Scholar 

  • Audretsch DB, Fritsch M (2002) Growth regimes over time and space. Reg Stud 36(2):113–124

    Article  Google Scholar 

  • Audretsch DB, Mahmood T (1995) New firm survival: new results using a hazard function. Rev Econ Stat 77(1):97–103

    Article  Google Scholar 

  • Audretsch DB, Vivarelli M (1995) New-firm formation in Italy: a first report. Econ Lett 48(1):77–81

    Article  Google Scholar 

  • Audretsch DB, Dohse D, Niebuhr A (2015) Regional unemployment structure and new firm formation. Pap Reg Sci 94(S1):115–138

    Article  Google Scholar 

  • Autant-Bernard C (2001a) The geography of knowledge spillovers and technological proximity. Econ Innov New Technol 10(4):237–254

    Article  Google Scholar 

  • Autant-Bernard C (2001b) Science and knowledge flows: evidence from the French case. Res Policy 30(7):1069–1078

    Article  Google Scholar 

  • Baldwin JR, Gorecki PK (1991) Firm entry and exit in the Canadian Manufacturing Sector, 1970–1982. Can J Econ 24(2):300–323

    Article  Google Scholar 

  • Bartelsman E, Scarpetta S, Schivardi F (2005) Comparative analysis of firm demographics and survival: evidence from micro-level sources in OECD countries. Ind Corp Chang 14(3):365–391

    Article  Google Scholar 

  • Beaudry C, Schiffauerova A (2009) Who’s right, Marshall or Jacobs? The localization versus urbanization debate. Res Policy 38(2):318–337

    Article  Google Scholar 

  • Bellotti F, Hughes G, Piano Mortari A (2017) Spatial panel-data models using Stata. Stata J 17(1):139–180

    Article  Google Scholar 

  • Blanchard P, Huiban JP, Mathieu C (2012) The determinants of firm exit in the French food industries. Rev Agric Environ Stud 93(2):193–212

    Google Scholar 

  • Blundell RW, Bond SR (1998) Initial conditions and moment restrictions in dynamic panel data models. J Econom 87:115–143

    Article  Google Scholar 

  • Bonnet J, Dejardin M, Cieply S (2005) Financial constraints on new firms: looking for regional disparities. Bruss Econ Rev 48(3):217–246

    Google Scholar 

  • Bouayad-Agha S, Védrine S (2010) Estimation strategies for a spatial dynamic panel using GMM. A new approach to the convergence issue of European regions. Spat Econ Anal 5(1):205–227

    Article  Google Scholar 

  • Breitenecker RJ, Schwarz EJ (2011) Detecting spatial heterogeneity in predictors of firm start-up activity of Austria with geographically weighted regression. Int J Entrep Small Bus 12(3):290–299

    Article  Google Scholar 

  • Buehler S, Kaiser C, Jaeger F (2012) The geographic determinants of bankruptcy: evidence from Switzerland. Small Bus Econ 39(1):231–251

    Article  Google Scholar 

  • Cainelli G, Montresor S, Marzetti VM (2014) Spatial agglomeration and firm exit: a spatial dynamic analysis for Italian provinces. Small Bus Econ 43(1):213–228

    Article  Google Scholar 

  • Calá CD, Miguel MA, Arauzo-Carod JM (2016) Regional determinants of firm entry in a developing country. Pap Reg Sci 95(2):259–279

    Article  Google Scholar 

  • Cariola A, La Rocca M, La Rocca T (2010) The influence of local institutional differences on the capital structure of SMEs: evidence from Italy. Int Small Bus J 28(3):234–257

    Article  Google Scholar 

  • Carree M, Thurik R (1996) Entry and exit in retailing: incentives, barriers, displacement and replacement. Rev Ind Organ 11(2):155–172

    Article  Google Scholar 

  • Carree M, Verheul I, Santarelli E (2011) Sectoral patterns of firm exit in Italian provinces. J Evol Econ 21(3):499–517

    Article  Google Scholar 

  • Cefis E, Marsili O (2012) Going, going, gone. Exit forms and the innovative capabilities of firms. Res Pol 41(5):795–807

    Article  Google Scholar 

  • Cliff AD, Ord JK (1981) Spatial processes: models and applications. Pion Limited, London

    Google Scholar 

  • Coad A, Rao R (2008) Innovation and firm growth in high-tech sectors: a quantile regression approach. Res Pol 37(4):633–648

    Article  Google Scholar 

  • Combes P, Duranton G, Gobillon L, Puga D, Roux S (2012) The productivity advantages of large cities: distinguishing agglomeration from firm selection. Econometrics 80(6):2543–2594

    Article  Google Scholar 

  • Cooke P (2002) Knowledge economies. Clusters, learning and cooperative advantage. Routledge Stud Int Bus World Econ 26(xii):218

    Google Scholar 

  • De Graaff T, van Montfort CAGM, Nijkamp P (2006) Spatial effects and non-linearity in spatial regression models: simulation results for several misspecification tests. In: Reggiani A, Nijkamp P (eds) Spatial dynamics, networks and modelling. Edward Elgar, Cheltenham, pp 91–117

    Google Scholar 

  • Dejardin M (2004) Sectoral and cross-sectoral effects of retailing firm demographies. Ann Reg Sci 38(2):331–334

    Article  Google Scholar 

  • Deloof M, La Rocca M (2015) Local financial development and the trade credit policy of Italian SMEs. Small Bus Econ 44(4):905–924

    Article  Google Scholar 

  • Dolignon C (2011) Facteurs explicatifs des évolutions récentes des défaillances d’entreprises : une analyse économétrique. Trésor-Eco 84

  • Dunne T, Roberts MJ, Samuelson L (1988) Patterns of firm entry and exit in U.S. manufacturing industries. RAND J Econ 19(4):495

    Article  Google Scholar 

  • Elhorst JP (2010) Spatial panel data models. Springer, Heidelberg, pp 377–407

    Google Scholar 

  • Euler Hermes (2017) Insolvencies: the tip of the iceberg. Special focus on state owned enterprises around the world. Economic Outlook no. 1230-1231. http://www.eulerhermes.no/no/economic-research/economic-publications/Documents/Economic-outlook-insolvencies-the-tip-of-the-iceberg-jan-17.pdf. Accessed 29 Nov 2018

  • Fotopoulos G, Louri H (2000) Location and survival of new entry. Small Bus Econ 14(4):311–321

    Article  Google Scholar 

  • Fougère D, Golfier C, Horny G, Kremp E (2013) Quel a été l’impact de la crise de 2008 sur la défaillance des entreprises? Écon Stat 462(463):69–97

    Google Scholar 

  • Fritsch M, Schroeter A (2011) Why does the effect of new business formation differ across regions? Small Bus Econ 36(4):383–400

    Article  Google Scholar 

  • Fritsch M, Brixy U, Falck O (2006) The effect of industry, region, and time on new business survival: a multi-dimensional analysis. Rev Ind Organ 28(3):285–306

    Article  Google Scholar 

  • Fritsch M, Noseleit F, Schindele Y (2011) Micro-level evidence on the survival of German manufacturing industries: a multidimensional analysis (refereed paper). In: ERSA conference papers ersa10p549. European Regional Science Association

  • Gagliardi F (2009) Financial development and the growth of cooperative firms. Small Bus Econ 32(4):439–464

    Article  Google Scholar 

  • Garsaa A, Levratto N (2016) Does the employment growth rate depend on the local context? An analysis of French establishments over the 2004–2010 period. Rev Econ Ind 153(1):47–89

    Google Scholar 

  • Gerlach K, Wagner J (1994) Regional differences in small firm entry in manufacturing industries: lower Saxony, 1979–1991. Entrep Reg Dev 6(1):63–80

    Article  Google Scholar 

  • Geroski PA (1995) The growth of firms in theory and in practice. London Business School, London

    Google Scholar 

  • Geroski PA (2005) Understanding the implications of empirical work on corporate growth rates. Manag Decis Econ 26(2):129–138

    Article  Google Scholar 

  • Gibbons S, Overman HG (2012) Mostly pointless spatial econometrics?. J Reg Sci 52(2):172–191

    Article  Google Scholar 

  • Giovannini A, Iacopetta M, Minetti R (2013) Financial markets, banks, and growth: disentangling the links. Revue de l’OFCE 131(5):105–147

    Google Scholar 

  • Glaeser E, Kallal H, Scheinkman J, Shleifer A (1992) Growth in cities. J Pol Econ 100(6):1126–1152

    Article  Google Scholar 

  • Grilli L, Piva E, Lamastra CR (2010) Firm dissolution in high-tech sectors: an analysis of closure and M&A. Econ Lett 109(1):14–16

    Article  Google Scholar 

  • Guiso L, Sapienza P, Zingales L (2004) Does local financial development matter? Q J Econ 119(3):929–969

    Article  Google Scholar 

  • Harada N (2007) Which firms exit and why? An analysis of small firm exits in Japan. Small Bus Econ 29(4):401–414

    Article  Google Scholar 

  • Harhoff D, Stahl K, Woywode M (1998) Legal form, growth and exits of West German firms—empirical results for manufacturing, construction, trade and service industries. J Ind Econ 46(4):453–488

    Article  Google Scholar 

  • Higano Y, Shibusawa H (1999) Agglomeration diseconomies of traffic congestion and agglomeration economies of interaction in the information-oriented city. J Reg Sci 39(1):21–49

    Article  Google Scholar 

  • Hilico C, Poulos D (2004) Les départements métropolitains : similitudes et oppositions socio-économiques, INSEE Première, N° 943 – January. https://www.epsilon.insee.fr/jspui/bitstream/1/334/1/ip943.pdf

  • Huiban JP (2011) The spatial demography of new plants: urban creation and rural survival. Small Bus Econ 37(1):73–86

    Article  Google Scholar 

  • Jofre-Monseny J, Marin-Lopez R, Viladecans-Marsal E (2011) The mechanisms of agglomeration: evidence from the effect of inter-industry relations on the location of new firms. J Urban Econ 70(2):61–74

    Article  Google Scholar 

  • Johnson P, Parker S (1994) The interrelationships between births and deaths. Small Bus Econ 6(4):283–290

    Article  Google Scholar 

  • Johnson P, Parker S (1996) Spatial variations in the determinants and effects of firm births and deaths. Reg Stud 30(7):679–688

    Article  Google Scholar 

  • Karlsson C, Klaesson J, Öner Ö (2015) Regional Characteristics and the Survival of New Firms. 55th Congress of the European Regional Science Association: “World Renaissance: Changing roles for people and places”, 25–28 August 2015, Lisbon, Portugal

  • Keeble D, Walker S (1994) New firms, small firms and dead firms: spatial patterns and determinants in the United Kingdom. Reg Stud 28(4):411–427

    Article  Google Scholar 

  • Kendall J (2012) Local financial development and growth. J Bank Financ 36(5):1548–1562

    Article  Google Scholar 

  • Lee LF, Yu J (2010) Some recent developments in spatial panel data models. Reg Sci Urban Econ 40(5):255–271

    Article  Google Scholar 

  • Levine R (1998) The legal environment, banks, and long-run economic growth. J Money Credit Bank 30(3):596–613

    Article  Google Scholar 

  • Levine R, Loayza N, Beck T (2000) Financial intermediation and growth: causality and causes. J Monet Econ 46(1):31–77

    Article  Google Scholar 

  • McCann P, Ortega-Argilés R (2017) Smart specialization, regional growth and applications to European Union Cohesion Policy. Reg Stud 49(8):1291–1302

    Article  Google Scholar 

  • Nyström K (2007a) An industry disaggregated analysis of the determinants of regional entry and exit. Ann Reg Sci 41(4):877–896

    Article  Google Scholar 

  • Nyström K (2007b) Patterns and determinants of entry and exit in industrial sectors in Sweden. J Int Entrep 5(3–4):85–110

    Article  Google Scholar 

  • Pellenbarg PH, Van Steen PJM (2003) Spatial perspectives on firm dynamics in the Netherlands. Tijdschrift voor Economische en Sociale Geografie 94(5):620–630

    Article  Google Scholar 

  • Piacentino D, Espa G, Filipponi D, Giuliani D (2017) Firm demography and regional development: evidence from Italy. Growth Change 48(3):359–389

    Article  Google Scholar 

  • Plummer LA (2010) Spatial dependence in entrepreneurship research: challenges and methods. Organ Res Methods 13(1):146–175

    Article  Google Scholar 

  • Plummer LA, Pe’er A (2010) The geography of entrepreneurship. In: Acs ZJ, Audretsch DB (eds) Handbook of entrepreneurship research. International Handbook Series on Entrepreneurship. Springer, New York, pp 519–556

    Google Scholar 

  • Pollard JS (2003) Small firm finance and economic geography. J Econ Geogr 3(4):429–452

    Article  Google Scholar 

  • Porter ME (1998) Clusters and the new economics of competition. Harvard Bus Rev 76(6):77–90

    Google Scholar 

  • Rajan RG, Zingales L (1998) Financial dependence and growth. Am Econ Rev 88(3):559–586

    Google Scholar 

  • Roodman D (2009) How to do xtabond2: an introduction to difference and system GMM in Stata. Stata J 9(1):86–136

    Article  Google Scholar 

  • Rosenthal SS, Strange WC (2001) The determinants of agglomeration. J Urban Econ 50(2):191–229

    Article  Google Scholar 

  • Santarelli E, Vivarelli M (2007) Entrepreneurship and the process of firms’ entry, survival and growth. Ind Corp Chang 16(3):455–488

    Article  Google Scholar 

  • Sensier M, Bristow G, Healy A (2016) Measuring regional economic resilience across Europe: operationalizing a complex concept. Spat Econ Anal 11(2):128–151

    Article  Google Scholar 

  • Staber U (2001) Spatial proximity and firm survival in a declining industrial district: the Case of Knitwear Firms in Baden-Württemberg. Reg Stud 35(4):329–341

    Article  Google Scholar 

  • Su L, Yang Z (2007) QML estimation of dynamic panel data models with spatial errors. Paper presented at the first world conference of the spatial econometrics association, July 11–14, 2007, Cambridge

  • Tabuchi T (1998) Urban agglomeration and dispersion: a synthesis of Alonso and Krugman. J Urban Econ 44(3):333–351

    Article  Google Scholar 

  • Van Wissen LJG (2002) Demography of the firm: a useful metaphor? Eur J Popul 18(3):263–279

    Article  Google Scholar 

  • Vitali S, Battiston S, Gallegati M (2016) Financial fragility and distress propagation in a network of regions. J Econ Dyn Control 62:56–75

    Article  Google Scholar 

  • Weterings A, Marsili O (2015) Spatial concentration of industries and new firm exits: does this relationship differ between exits by closure and by M&A? Reg Stud 49(1):44–58

    Article  Google Scholar 

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Correspondence to Giuseppe Arcuri.

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See Tables 6 and 7.

Table 6 Estimations with time dummies
Table 7 Correlation matrix

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Arcuri, G., Brunetto, M. & Levratto, N. Spatial patterns and determinants of firm exit: an empirical analysis on France. Ann Reg Sci 62, 99–118 (2019). https://doi.org/10.1007/s00168-018-0887-0

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