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Firm growth in the Portuguese footwear industry: the location dilemma

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Abstract

The purpose of this paper is to empirically address the relationship between regional firm density and the growth of firms in the Portuguese footwear industry. Although 80% of the firms belonging to this cluster are mainly geographically concentrated in two poles, we find that location is not significantly correlated with growth. To understand our disparate results on location, we adopted a graphical criterion to separate firms into two groups, taking firms surrounded by 200 firms as a threshold. We fit a separate linear regression for these two subsets of data to find that there exist two different patterns for regional firm density: location is negatively correlated with growth for the group of firms surrounded by less than 200 firms and positively correlated for the group surrounded by more than 200 firms. This allows us to propose a suggestive explanation: firms surrounded by few firms have more access to resources and can grow fast, whereas firms within a cluster are benefited from the location externalities. Our findings are relevant to guide entrepreneurs wishing to start a new business in this industry, and to Portuguese policymakers to draw public policies aimed to affect entrepreneurs’ location decisions in this sector through subsidies and incentives.

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Notes

  1. The literature has also explored other variables in the Portuguese economy, such as size (Oliveira and Fortunato 2006b; Barbosa and Eiriz 2011), age (Nunes et al. 2013), financing constraints (Cabral and Mata 2003), liquidity constraints (Oliveira and Fortunato 2006a), R&D (Oliveira and Fortunato 2005, 2017) and patterns of entry of foreign firms (Mata and Portugal 2004).

  2. The data used in this study are available at: https://sabi.bvdinfo.com.

  3. Following Saunders et al.'s (2009, pp. 581–582) methodology, a sample size of only 364 firms would be representative.

  4. Our result concerning negligible effect of location on the growth is also present if we use in the regression other definitions of location, such as \(L{\text{Cluster}}_{i}\) (the one adopted by Lee 2018; Tarfasa et al. 2016; Geenhuizen and Reyes-Gonzalez 2007) or \(L{\text{Municipality}}_{i}\). See Supplementary Appendix.

  5. In the remaining of the paper, we address location by focusing on the variable \(L{\text{WideCluster}}_{i}\), hence checking Hypothesis 1c, as we found the results more significative.

References

  • Acs ZJ, Armington C (2004) The impact of geographic differences in human capital on service firm formation rates. J Urban Econ 56(2):244–278

    Article  Google Scholar 

  • ACT, Autoridade para as Condições do Trabalho (2013) Campanha Para a Melhoria Contínua Das Condições Do Trabalho Na Indústria Do Calçado, pp 1–31

  • Almus M, Nerlinger EA (1999) Growth of new technology-based firms: Which factors matter? Small Bus Econ 13(2):141–154

    Article  Google Scholar 

  • Almus M, Nerlinger EA (2000) Testing ‘Gibrat’s Law’ for young firms—empirical results for West Germany. Small Bus Econ 15(1):1–12

    Article  Google Scholar 

  • Altenburg T, Meyer-Stamer J (1999) How to promote clusters: policy experiences from Latin America. World Dev 27(9):1693–1713

    Article  Google Scholar 

  • APICCAPS (2017) Footwear, components and leather goods 2017 STATISTICAL STUDY, pp 1–124. https://www.apiccaps.pt/publications/monografia-estatistica/112.html

  • APPICAPS (2018) Statistical report—footwear cluster 2018, pp 1–132. https://www.apiccaps.pt/publications/monografia-estatistica/112.html

  • Audretsch DB, Dohse D (2004) The impact of location on firm growth Discussion Paper No. 4332, Centre for Economic Policy Research, pp 1–29

  • Audretsch DB, Dohse D (2007) Location: a neglected determinant of firm growth. Rev World Econ 143(1):79–107

    Article  Google Scholar 

  • Audretsch DB, Klomp L, Santarelli E, Thurik AR (2004) Gibrat’s law: are the services different? Rev Ind Organ 24(3):301–324

    Article  Google Scholar 

  • Barbosa N, Eiriz V (2011) Regional variation of firm size and growth: the Portuguese case. Growth Change 42(2):125–158

    Article  Google Scholar 

  • Barringer BR, Jones FF, Neubaum DO (2005) A quantitative content analysis of the characteristics of rapid-growth firms and their founders. J Bus Ventur 20(5):663–687

    Article  Google Scholar 

  • Becchetti L, Trovato G (2002) The determinants of growth for small and medium sized firms. The role of external finance. Small Bus Econ 19:291–306

    Article  Google Scholar 

  • Brenner T, Schimke A (2015) Growth development paths of firms—a study of smaller businesses. J Small Bus Manag 53(2):539–557

    Article  Google Scholar 

  • Cabral L (1995) Sunk costs, firm size and firm growth. J Ind Econ 43(2):161–172

    Article  Google Scholar 

  • Cabral L, Mata J (2003) On the evolution of the firm size distribution: facts and theory. Am Econ Rev 93(4):1075–1090

    Article  Google Scholar 

  • Cesario M (2016) Coagglomeration patterns in Portuguese labour-intensive industries: complementarity and specialisation dynamics. J Gen Manag 4(4):35–50

    Google Scholar 

  • Coad A, Tamvada JP (2012) Firm growth and barriers to growth among small firms in India. Small Bus Econ 39(2):383–400

    Article  Google Scholar 

  • Coad A, Segarra A, Teruel M (2016) Innovation and firm growth: does firm age play a role? Res Policy 45(2):387–400

    Article  Google Scholar 

  • Coad A, Daunfeldt S-O, Halvarsson D (2018) Bursting into life: firm growth and growth persistence by age. Small Bus Econ 50(1):55–75

    Article  Google Scholar 

  • Coad A, Holz W (2010) Firm growth: empirical analysis. In: Handbook on the economics and theory of the firm

  • Coad A (2007) Firm growth: a survey. Max Planck Institute of Economics, Evolutionary Economics Group, Papers on Economics and Evolution

  • Cuervo-Cazurra Á, Holan PM, Sanz L (2014) Location advantage: emergent and guided co-evolutions. J Bus Res 67(4):508–515

    Article  Google Scholar 

  • Davidsson P, Kirchhoff B, Hatemi–J A, Gustavsson H (2002) Empirical analysis of business growth factors using Swedish data. J Small Bus Manag 40(4):332–349

    Article  Google Scholar 

  • Davidsson P, Achtenhagen L, Naldi L (2005) Research on small firm growth: a review. International Business School, Jönköping, pp 1–28

    Google Scholar 

  • Davidsson P, Achtenhagen L, Naldi L (2010) Small firm growth. Found Trends Entrep 6(2):69–166

    Article  Google Scholar 

  • Delmar F, Wiklund J (2008) The effect of small business managers’ growth motivation on firm growth: a longitudinal study. Entrep Theory Pract 32(3):437–457

    Article  Google Scholar 

  • Delmar F, Davidsson P, Gartner WB (2003) Arriving at the high growth firm. J Bus Ventur 18(2):189–216

    Article  Google Scholar 

  • Diniz F, Vaz R, Duarte N (2015) Inovação de Produto na Insdústria Portuguesa do Calçado. Rev Sodebras 10(112):124–129

    Google Scholar 

  • Dobbs M, Hamilton RT (2007) Small business growth: recent evidence and new directions. Int J Entrep Behav Res 13(5):296–322

    Article  Google Scholar 

  • Duschl M, Schimke A, Brenner T, Luxen D (2011) Firm growth and the spatial impact of geolocated external factors—empirical evidence for german manufacturing firm. Working Paper Series in Economics, (36), pp 1–7

  • Evans DS (1987) The relationship between firm growth, size, and age: estimates for 100 manufacturing industries. J Ind Econ 35(4):567–581

    Article  Google Scholar 

  • Fadahunsi A (2012) The growth of small businesses: towards a research agenda. Am J Econ Bus Adm 4(1):105–115

    Google Scholar 

  • Folta TB, Cooper AC, Baik YS (2006) Geographic cluster size and firm performance. J Bus Ventur 21(2):217–242

    Article  Google Scholar 

  • Fowowe B (2017) Access to finance and firm performance: evidence from African Countries. Rev Dev Finance 7(1):6–17

    Article  Google Scholar 

  • Gibrat R (1931) Les inegalities economiques. Sirey, Paris

    Google Scholar 

  • Glancey K (1998) Determinants of growth and profitability in small entrepreneurial firms. Int J Entrep Behav Res 4(1):18–27

    Article  Google Scholar 

  • Gopinath RC (2012) Understanding the determinants of firm growth in young REIs. Working Paper, pp 1–49

  • Guariglia A, Liu X, Song L (2011) Internal finance and growth: microeconometric evidence on Chinese firms. J Dev Econ 96(1):79–94

    Article  Google Scholar 

  • Hall BH (1987) The relationship between firm size and firm growth in the US manufacturing sector. J Ind Econ 35(4):583–606

    Article  Google Scholar 

  • Hampel-Milagrosa A, Loewe M, Reeg C (2015) The entrepreneur makes a difference: evidence on MSE upgrading factors from Egypt, India, and the Philippines. World Dev 66(1):118–130

    Article  Google Scholar 

  • Harabi N (2007) Determinants of firm growth: an empirical analysis from Morocco. MPRA Paper (4394), pp 1–30

  • Heshmati A (2001) On the growth of micro and small firms: evidence from Sweden. Small Bus Econ 17(1):213–228

    Article  Google Scholar 

  • Hoogstra GJ, van Dijk J (2004) Explaining firm employment growth: does location matter? Small Bus Econ 22(1):179–192

    Article  Google Scholar 

  • Jovanovic B (1982) Selection and the evolution of industry. J Econ Soc 50(3):649–670

    Google Scholar 

  • Kolvereid L (1992) Growth aspirations among Norwegian entrepreneurs. J Bus Ventur 7(3):209–222

    Article  Google Scholar 

  • Lawless M (2014) Age or size? Contributions to job creation. Small Bus Econ 42(1):815–830

    Article  Google Scholar 

  • Lee C-Y (2009) Do firms in clusters invest in R&D more intensively? Theory and evidence from multi-country data. Res Policy 38(7):1159–1171

    Article  Google Scholar 

  • Lee C-Y (2018) Geographical clustering and firm growth: differential growth performance among clustered firms. Res Policy 47(6):1173–1184

    Article  Google Scholar 

  • Liedholm C (2002) Small firm dynamics: evidence from Africa and Latin America. Small Bus Econ 18(1):227–242

    Google Scholar 

  • Lotti F, Santarelli E, Vivarelli M (2009) Defending Gibrat’s Law as a long-run regularity. Small Bus Econ 32(1):31–44

    Article  Google Scholar 

  • Lucas RE (1978) On the size distribution of business firms. Bell J Econ 9(2):508–523

    Article  Google Scholar 

  • Mansfield E (1962) Entry, Gibrat’s Law, innovation, and the growth of firms. Am Econ Rev 52(5):1023–1051

    Google Scholar 

  • Mata J, Portugal P (2004) Patterns of entry, post-entry growth and survival. Small Bus Econ 22(1):283–298

    Article  Google Scholar 

  • Mateev M, Anastasov Y (2010) Determinants of small and medium sized fast growing enterprises in central and Eastern Europe: a panel data analysis. Financ Theory Pract 34(3):269–295

    Google Scholar 

  • McPherson MA (1996) Growth of micro and small enterprises in Southern Africa. J Dev Econ 48(2):253–277

    Article  Google Scholar 

  • Morone P, Testa G (2008) Firms growth, size and innovation an investigation into the Italian manufacturing sector. Econ Innov New Technol 17(4):311–329

    Article  Google Scholar 

  • Mukhopadhyay A, Amirkhalkhali S (2010) Profitability performance and firm size-growth relationship. J Bus Econ Res 8(9):121–126

    Google Scholar 

  • Nichter S, Goldmark L (2009) Small firm growth in developing countries. World Dev 37(9):1453–1464

    Article  Google Scholar 

  • Nunes PM, Gonçalves M, Serrasqueiro Z (2013) The influence of age on SMEs’ growth determinants: empirical evidence. Small Bus Econ 40(1):249–272

    Article  Google Scholar 

  • Oliveira B, Fortunato A (2005) Firm growth and persistence of chance: evidence from Portuguese microdata. In: ESTUDOS DO GEMF (10), pp 1–29

  • Oliveira B, Fortunato A (2006a) Firm growth and liquidity constraints: a dynamic analysis. Small Bus Econ 27(1):139–156

    Article  Google Scholar 

  • Oliveira B, Fortunato A (2006b) Testing Gibrat’s Law: empirical evidence from a panel of Portuguese manufacturing firms. Int J Econ Bus 13(1):65–81

    Article  Google Scholar 

  • Oliveira B, Fortunato A (2017) Firm growth and R&D: evidence from the Portuguese manufacturing industry. J Evol Econ 27(1):613–627

    Article  Google Scholar 

  • Parker SC (2009) The economics of entrepreneurship. Cambridge University Press, Cambridge, pp 1–550

    Google Scholar 

  • Pe’er A, Vertinsky I, Keil T (2016) Growth and survival: the moderating effects of local agglomeration and local market structure: growth and survival. Strateg Manag J 37(3):541–564. https://doi.org/10.1002/smj.2331

    Article  Google Scholar 

  • Porter M (1998) Clusters and the new economics of competition. Harv Bus Rev 76(1):77–90

    Google Scholar 

  • Porter M (2000) Location, competition, and economic development: local clusters in a global economy. Econ Dev Q 14(1):15–34

    Article  Google Scholar 

  • Pyke F, Becattini G, Sengenberger W (1990) Industrial districts and inter-firm co-operation in Italy. International Institute for Labour Studies, Geneva

    Google Scholar 

  • Rahaman MM (2011) Access to financing and firm growth. J Bank Finance 35(3):709–723

    Article  Google Scholar 

  • Raspe O, van Oort F (2011) Growth of new firms and spatially bounded knowledge externalities. Ann Reg Sci 46(3):495–518

    Article  Google Scholar 

  • Sapienza HJ, Autio E, George G, Zahra SA (2006) A capabilities perspective on the effects of early internationalization on firm survival and growth. Acad Manag Rev 31(4):914–933

    Article  Google Scholar 

  • Saunders M, Lewis P, Thornhill A (2009) Research methods for business students, 5th edn. Prentice Hall-Financial Times, Essex

    Google Scholar 

  • Serrasqueiro Z, Nunes PM, Leitão J, Armadaz M (2010) Are there non-linearities between SME growth and its determinants? A quantile approach. Ind Corp Chang 19(4):1071–1108

    Article  Google Scholar 

  • Shepherd D, Wiklund J (2009) Are we comparing apples with apples or apples with oranges? Appropriateness of knowledge accumulation across growth studies. Entrep Theory Pract 33(1):105–123

    Article  Google Scholar 

  • Singh A, Whittington G (1975) The size and growth of firms. Rev Econ Stud 42(1):15–26

    Article  Google Scholar 

  • Storey DJ (1994) Understanding the small business sector. Routledge, London

    Google Scholar 

  • Sutton J (1997) Gibrat’s legacy. J Econ Lit 35(1):40–59

    Google Scholar 

  • Tarfasa S, Ferede T, Kebede S, Behailu D (2016) Determinants of growth of micro and small enterprises (MSES): empirical evidence from Ethiopia. Swiss Programme for Research on Global Issues for Development—R4D Working Paper, pp 1–29

  • van Geenhuizen M, Reyes-Gonzalez L (2007) Does a clustered location matter for high-technology companies’ performance? The case of biotechnology in the Netherlands. Technol Forecast Soc Chang 74(9):1681–1696

    Article  Google Scholar 

  • Variyam JN, Kraybill DS (1992) Empirical evidence on determinants of firm growth. Econ Lett 38(1):31–36

    Article  Google Scholar 

  • Vaz R (2021) Firm growth: a review of the empirical literature. Revista Galega de Economía 30(2):1–20

    Article  Google Scholar 

  • Wonglimpiyarat J (2016) Government policies towards Israel’s high-tech powerhouse. Technovation 52–53:18–27

    Article  Google Scholar 

Download references

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Vaz, R. Firm growth in the Portuguese footwear industry: the location dilemma. Ann Reg Sci 70, 407–427 (2023). https://doi.org/10.1007/s00168-022-01152-8

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