Abstract
The automotive industry dominates the economy of the west part of Romania, making necessary the identification of firm growth drivers. Accordingly, the purpose of this paper is to analyse the nonlinear impact of firm size in influencing firm growth. To do so, we use a panel quantile regression with fixed effects for a set of 19 automotive companies over the period 2007–2015, while controlling for the role of research and development activities and firm’s financial performances. We show that firm size positively sustains firm growth at all quantiles, whereas this relationship is stronger for companies that grow less fast. Our findings are robust to the computation of firm growth and size based on different indicators and are not influenced by the agglomeration effect.
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Notes
The limitation of this approach resides, however, in the absence of limiting distribution for the coefficients’ estimator (see Besstremyannaya and Golovan 2019).
Most of these companies are held by German owners. The German culture is very present in the historical Banat region (including the Timis county) in Romania. Therefore, in addition to traditional factors sustaining the foreign investment in the automotive industry, the cultural proximity can also explain the interest of German companies in the region (for a discussion about firm investment and cultural proximity, please refer to Cieślik 2020).
The statistics presented in this section are based on data extracted from the Amadeus database (Bureau Van Dijk).
The methodology is drawn from Stancu et al. (2021).
The dummy variable for the CEO nationality is not significant. Therefore, we have excluded this variable from the main analysis, although it does not significantly influence our results. Table 7 (Appendix) presents the results with the dummy variable included.
The assets of “Johnson Controls Jimbolia” were bought in 2017 by “Adient”, whereas starting with the same year, “Johnson Controls Jimbolia” is recorded as company in the Bucharest area.
References
Albulescu CT (2020) Investment behavior and firms’ financial performance: a comparative analysis using firm-level data from the wine industry. Int J Manag Knowl Learn 9(1):75–94
Albulescu CT, Miclea Ș, Suciu SS, Tămășilă M (2018) Firm–level investment in the extractive industry from CEE countries: the role of macroeconomic uncertainty and internal conditions. Eurasian Bus Rev 8(2):192–208
Almeida H, Campello M, Weisbach MS (2011) Corporate financial and investment policies when future financing is not frictionless. J Corp Finan 17:675–693
Battaglia D, Neirotti P, Paolucci E (2018) The role of R&D investments and export on SMEs’ growth: a domain ambidexterity perspective. Manag Decis 56(9):1883–1903
Baum CF, Caglayan M, Talavera O (2008) Uncertainty determinants of firm investment. Econ Lett 98:282–287
Besstremyannaya G, Golovan S (2019) Reconsideration of a simple approach to quantile regression for panel data. Econ J 22(3):292–308
Calvino C, Criscuolo C, Menon C, Secchi A (2018) Growth volatility and size: a firm–level study. J Econ Dyn Control 90:390–407
Canay IA (2011) A simple approach to quantile regression for panel data. Econ J 14:368–386
Capasso M, Cefis E (2012) Firm size and growth rate variance: the effects of data truncation. Rev Ind Organ 41:193–205
Carpenter RE, Petersen BC (2002) Is the growth of small firms constrained by internal finance? Rev Econ Stat 84(2):298–309
Choi I (2006) 'Combination unit root tests for cross-sectionally correlated panels’, in Corbae D, Durlauf SN and Hansen BE (eds), Econometric theory and practice: frontiers of analysis and applied research, pp. 311–33, Cambridge, Cambridge University Press
Cieślik A (2020) What attracts multinational enterprises from the new EU member states to Poland? Eurasian Bus Rev 10:253–269
Coad A (2009) The growth of firms: a survey of theories and empirical evidence. New perspectives on the modern corporation. Edward Elgar Publishing, Amsterdam
Coad A, Rao R (2008) Innovation and firm growth in high–tech sectors: a quantile regression approach. Res Policy 37(4):633–648
Corsi C, Prencipe A, Capriotti A (2019) Linking organizational innovation, firm growth and firm size. Manag Res 17(1):24–49
Das S (1995) Size, age and firm growth in an infant industry: the computer hardware industry in India. Int J Ind Organ 13(1):111–126
Datta D, Agarwal B (2014) Corporate investment behaviour in India during 1998–2012: bear, bull and liquidity phase. Paradigm 18:87–102
De Fabritiis G, Pammolli F, Riccaboni M (2003) On size and growth of business firms. Phys A Stat Mech Appli 324:38–44
Donaldson L, Davis J (1991) Stewardship theory or agency theory: CEO governance and shareholder returns. Aust J Manag 16:49–64
Evans DS (1987a) The relationship between firm growth, size, and age: estimates for 100 manufacturing industries. J Ind Econ 35(4):567–581
Evans DS (1987b) Tests of alternative theories of firm growth. J Polit Econ 95(4):657–674
Fariñas JC, Moreno L (2000) Firms’ growth, size and age: a nonparametric approach. Rev Ind Organ 17:249–265
Farla K (2014) Determinants of firms’ investment behaviour: a multilevel approach. Appl Econ 46:4231–4241
Galvao AF (2011) Quantile regression for dynamic panel data with fixed effects. J Econ 164:142–157
Gatchev VA, Spindt PA, Tarhan V (2009) How do firms finance their investments?: the relative importance of equity issuance and debt contracting costs. J Corp Finan 15(2):179–195
Gibrat R (1931) Les inégalités économiques. Librairie du Receuil Sirey, Paris
Goedhuys M, Mohnen P, Taha T (2016) Corruption, innovation and firm growth: firm-level evidence from Egypt and Tunisia. Eurasian Bus Rev 6:299–322
Hall BH (1987) The relationship between firm size and firm growth in the US manufacturing sector. J Ind Econ 35(4):583–606
Hart PE (1962) The size and growth of firms. Economica 29(113):29–39
Hart PE, Oulton N (1996) Growth and size of firms. Econ J 106(438):1242–1252
Hernández PJ (2020) Reassessing the link between firm size and exports. Eurasian Bus Rev 10:207–223
Jiraporn P, Lee SM, Park KJ, Song HJ (2018) How do independent directors influence innovation productivity? A quasi–natural experiment. Appl Econ Lett 25(7):435–441
Jovanovic B (1982) Selection and the evolution of industry. Econometrica 50:649–670
Koenker R (2004) Quantile regression for longitudinal data. J Multivar Anal 91(1):74–89
Lamarche C (2010) Robust penalized quantile regression estimation for panel data. J Econ 157:396–408
Lee C-C, Wang C–W, Hoc SJ (2020) Financial inclusion, financial innovation, and firms’ sales growth. Int Rev Econ Financ 66:189–205
Maria Moreno A, Zarrias JA, Barbero JL (2014) The relationship between growth and volatility in small firms. Manag Decis 52(8):1516–1532
Marques E (2015) Does the gender of top managers and owners matter for firm exports? Fem Econ 21(4):89–117
Mata J (1993) Firm entry and firm growth. Rev Ind Organ 8:567–578
Pakes A, Ericson R (1998) Empirical implications of alternative models of firm dynamics. J Econ Theory 79:1–45
Pfaffermayr M (2007) Firm growth under sample selection: conditional σ–convergence in firm size? Rev Ind Organ 31:303–328
Rosen AM (2012) Set identification via quantile restrictions in short panels. J Econ 166:127–137
Singh A (1975) The size and growth of firms. Rev Econ Stud 42(1):15–26
Singh A, Whittington G (1975) The size and growth of firms. Rev Econ Stud 42(1):15–26
Stancu S, Grecu E, Aceleanu MI, Trasca DL, Albulescu CT (2021) Does firm size matters for firm growth? Evidence from the Romanian health sector. Roman J Econ Forecast 24(1):17–31
Vermoesen V, Deloof M, Laveren E (2013) Long–term debt maturity and financing constraints of SMEs during the Global Financial Crisis. Small Bus Econ 41:433–448
Yadav IS, Pahi D, Goyari P (2020) The size and growth of firms: new evidence on law of proportionate effect from Asia. J Asia Bus Stud 14(1):91–108
Yasuda T (2005) Firm growth, size, age and behavior in Japanese manufacturing. Small Bus Econ 24:1–15
Yuan, X. & Nishant, R. (2019). Understanding the complex relationship between R&D investment and firm growth: a chaos perspective. J Bus Res (in press). https://doi.org/10.1016/j.jbusres.2019.11.043
Zou Y (2019) An analysis of chinese firm size distribution and growth rate. Physica a: Statistical mechanics and its applications. 535:122344
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This work was supported by a grant of the Romanian National Authority for Scientific Research and Innovation, CNCS–UEFISCDI, project number PN-III-P1-1.1-TE-2019–0436.
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Albulescu, C.T., Tămășilă, M. & Tăucean, I.M. The Nonlinear Relationship Between Firm Size and Growth in the Automotive Industry. J Ind Compet Trade 21, 445–463 (2021). https://doi.org/10.1007/s10842-021-00364-6
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DOI: https://doi.org/10.1007/s10842-021-00364-6