Skip to main content
Top
Published in: Small Business Economics 1/2022

20-09-2021

High growth firms and trade linkages: Imports do matter

Authors: Marcio Cruz, Leila Baghdadi, Hassen Arouri

Published in: Small Business Economics | Issue 1/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper examines the association between high-growth firm status and global linkages with special focus on the role of imports. We rely on a rich panel data covering all formal firms in Tunisia between 1999 and 2015. Our results show that firms that import, export, have foreigner ownership, or benefit from offshore regimes are more likely to achieve high-growth status compared to other similar firms in terms of size, age, sector, and region. Among these channels, importing status has a robust positive association with high growth. We find that an increase in the import barriers led by changes in non-tariff measures reduces the likelihood of achieving high-growth status through import channel for firms that are in sectors facing relatively higher levels of exposure to the shock.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
1
For example, if 1000 small firms, with 10 employees each, manage to grow 20% per year over 10 years, their number of jobs would increase from 10,000 to almost 62,000 over this period.
 
2
Coad and Srhoj (2020) use comprehensive datasets on Croatian and Slovenian firms and highlight that predicting HGF status based on observable characteristics of the firm is a significant challenge. Lopez-Garcia and Puente (2012) use a dynamic probit analysis with firms from Spain and find that human capital factors and access to credit are important to high-growth episodes. Audretsch (2012) summarizes the discussion on key determinants of HGF highlighting the importance of several factors, including managerial skills, access to finance, market orientation, human capital, and geographic clusters.
 
3
We use lag information starting in 1996 to calculate HGF status, which require 3 years of existence.
 
4
We assess the robustness of the results in the empirical analysis (section 5) by following the OECD definition FOR HGF and imposition the constraints towards firms with 10 or more employees. Section 1 of the appendix provides a short summary on other HGF definitions available and used in the literature.
 
5
The OECD report Entrepreneurship at a Glance (OECD 2017) has been publishing several indicators of HGF annually, but mostly concentrated on OECD countries.
 
6
Addition information on the RNE is presented in Rijkers et al. (2014).
 
7
We use data from previous years, up to 1996, to calculate the HGF indicators for 1999 and identify the entry rate information, starting in 1997.
 
8
This pattern is very common across the 2000–2014 period. The year 2015 is very atypical regarding the share of young firms in total number of jobs, as described in the Appendix.
 
9
Following Woodridge (2002, p. 455), “the LPM often seems to give good estimates of the partial effects on the response probability near the center of the distribution of X. If the main purpose is to estimate the partial effect of Xj on the response probability, averaged across the distribution of x, then the fact that some predicted values are outside the unit interval may not be very important.”
 
10
The HGF status is calculated based on the definitions previously described over 3-year growth rate average.
 
11
This estimation assumes a linear relationship regarding exporting and importing statuses. It means that the marginal estimates associated with becoming an exporter (importer) or exporting (importing) an additional year with high-growth status are constant.
 
12
Results are available under request.
 
13
Foreign and Offshore statuses are also negative, but not significant. Yet, these variables have low variation within-firm, given that a very small share of firms change their FDI or offshore status over time.
 
14
For example, Clayton et al. (2013) and Daunfeldt et al. (2014) find that at least 75% of firms in the US private sector and 95% of surviving firms in Sweden, respectively, are smaller than 10 employees.
 
15
Another option suggested by Clayton et al. (2013) classifies a firm with fewer than 10 employees as an HGF if it made a growth of 8 or more employees over a 3-year period.
 
Literature
go back to reference Amiti, M., Konings, J. (2007) Trade liberalization, intermediate inputs, and productivity: Evidence from Indonesia. The American Economic Review 97(5), 1611–1638.  Amiti, M., Konings, J. (2007) Trade liberalization, intermediate inputs, and productivity: Evidence from Indonesia. The American Economic Review 97(5), 1611–1638.
go back to reference Andersson, F. W., Johansson, D., Karlsson, J., et al. (2018). The characteristics of family firms: Exploiting information on ownership, kinship, and governance using total population data. Small Business Economic, 51, 539–556.CrossRef Andersson, F. W., Johansson, D., Karlsson, J., et al. (2018). The characteristics of family firms: Exploiting information on ownership, kinship, and governance using total population data. Small Business Economic, 51, 539–556.CrossRef
go back to reference Arouri, H., Ben Youssef, A., & Quatraro, F. (2016). Entry, exit, and net job creation in Tunisia: An exploratory analysis. Eurasian Business Review, 6(3), 323–337.CrossRef Arouri, H., Ben Youssef, A., & Quatraro, F. (2016). Entry, exit, and net job creation in Tunisia: An exploratory analysis. Eurasian Business Review, 6(3), 323–337.CrossRef
go back to reference Arouri, H., Ben Youssef, A., Quatraro F., Vivarelli M. (2018), The determinants of young firms growth in Tunisia. IZA Discussion Papers, n. 11400. Arouri, H., Ben Youssef, A., Quatraro F., Vivarelli M. (2018), The determinants of young firms growth in Tunisia. IZA Discussion Papers, n. 11400.
go back to reference Atkin, D., Khandelwal, A. K., & Osman, A. (2017). Exporting and firm performance: Evidence from a randomized experiment. The Quarterly Journal of Economics, 132(2), 551–615.CrossRef Atkin, D., Khandelwal, A. K., & Osman, A. (2017). Exporting and firm performance: Evidence from a randomized experiment. The Quarterly Journal of Economics, 132(2), 551–615.CrossRef
go back to reference Autio, E., Arenius, P., & Wallenius, H. (2000). Economic impact of gazelle firms in Finland. In Working Papers Series 2000:3. Helsinki. Autio, E., Arenius, P., & Wallenius, H. (2000). Economic impact of gazelle firms in Finland. In Working Papers Series 2000:3. Helsinki.
go back to reference Baghdadi, L., Ben, K. S., & Arouri, H. (2019a). Assessing the performance of offshore firms in Tunisia. Journal of Economic Integration, 34(2), 280–307. Baghdadi, L., Ben, K. S., & Arouri, H. (2019a). Assessing the performance of offshore firms in Tunisia. Journal of Economic Integration, 34(2), 280–307.
go back to reference Baghdadi, L., Ben, K. S., & Arouri, H. (2019b). Impact of non-tariff measures on firms in Tunisia. Review of Development Economics 23(4), 1562–1579, 2019. Baghdadi, L., Ben, K. S., & Arouri, H. (2019b). Impact of non-tariff measures on firms in Tunisia. Review of Development Economics 23(4), 1562–1579, 2019.
go back to reference Bas, M. (2012). Input-trade liberalization and firm export decisions: evidence from Argentina J. Dev. Econ 97(2), 481–493. Bas, M. (2012). Input-trade liberalization and firm export decisions: evidence from Argentina J. Dev. Econ 97(2), 481–493.
go back to reference Bas, M., Strauss-Kahn, V. (2015). Input-trade liberalization, export prices and quality upgrading Journal of International Economics 95(2), 250–262. Bas, M., Strauss-Kahn, V. (2015). Input-trade liberalization, export prices and quality upgrading Journal of International Economics 95(2), 250–262.
go back to reference Birch, D. L. (1979). Job generation process. Joint Center for Neighborhood and Regional Development, MIT. Birch, D. L. (1979). Job generation process. Joint Center for Neighborhood and Regional Development, MIT.
go back to reference Birch, D. L., & Medoff, J. L. (1994). Gazelles. In L. C. Solmon & A. R. Levenson (Eds.), Labor markets, employment policy, and job creation (pp. 159–167). Westview Press. Birch, D. L., & Medoff, J. L. (1994). Gazelles. In L. C. Solmon & A. R. Levenson (Eds.), Labor markets, employment policy, and job creation (pp. 159–167). Westview Press.
go back to reference Birch, D. L., Haggerty, A., & Parsons, W. (1995). Who’s creating jobs? Cognetics Inc. Birch, D. L., Haggerty, A., & Parsons, W. (1995). Who’s creating jobs? Cognetics Inc.
go back to reference Bjuggren, C. M., Daunfeldt, S. O., & Johansson, D. (2013). High-growth firms and family ownership. Journal of Small Business and Entrepreneurship, 26(4), 365–338.CrossRef Bjuggren, C. M., Daunfeldt, S. O., & Johansson, D. (2013). High-growth firms and family ownership. Journal of Small Business and Entrepreneurship, 26(4), 365–338.CrossRef
go back to reference Capasso, M., Cefis, E., & Frenken, K. (2013). On the existence of persistently outperforming firms. Industrial and Corporate Change, 23(4), 997–1036.CrossRef Capasso, M., Cefis, E., & Frenken, K. (2013). On the existence of persistently outperforming firms. Industrial and Corporate Change, 23(4), 997–1036.CrossRef
go back to reference Clayton, R. L., Sadeghi, A., Spletzer, J. R., & Talan, D. M. (2013). High-employment-growth firms: Defining and counting them. Monthly Labor Review, 136(6), 3. Clayton, R. L., Sadeghi, A., Spletzer, J. R., & Talan, D. M. (2013). High-employment-growth firms: Defining and counting them. Monthly Labor Review, 136(6), 3.
go back to reference Coad, A., & Srhoj, S. (2020). Catching gazelles with a Lasso: Big data techniques for the prediction of high-growth firms. Small Business Economics, 55, 541–565.CrossRef Coad, A., & Srhoj, S. (2020). Catching gazelles with a Lasso: Big data techniques for the prediction of high-growth firms. Small Business Economics, 55, 541–565.CrossRef
go back to reference Coad, A., Daunfeldt, S.-O., Johansson, D., & Wennberg, K. (2014). Whom do high-growth firms hire? Industrial and Corporate Change, 23(1), 293–327.CrossRef Coad, A., Daunfeldt, S.-O., Johansson, D., & Wennberg, K. (2014). Whom do high-growth firms hire? Industrial and Corporate Change, 23(1), 293–327.CrossRef
go back to reference Cruz, M., Bussolo, M. (2015). Does input tariff reduction impact firms’ exports in the presence of import tariff exemption regimes? Policy Research Working Paper Series 7231, The World Bank.CrossRef Cruz, M., Bussolo, M. (2015). Does input tariff reduction impact firms’ exports in the presence of import tariff exemption regimes? Policy Research Working Paper Series 7231, The World Bank.CrossRef
go back to reference Daunfeldt, S.O., Elert, N. & Johansson, D. (2014). The economic contribution of high-growth Daunfeldt, S.O., Elert, N. & Johansson, D. (2014). The economic contribution of high-growth
go back to reference Du, J., & Temouri, Y. (2015). High-growth firms and productivity: Evidence from the United Kingdom. Small Business Economics, 44, 123–143.CrossRef Du, J., & Temouri, Y. (2015). High-growth firms and productivity: Evidence from the United Kingdom. Small Business Economics, 44, 123–143.CrossRef
go back to reference Goedhuys, M., & Sleuwaegen, L. (2010). High-growth entrepreneurial firms in Africa: A quantile regression approach. Small Business Economics, 34(1), 31–51.CrossRef Goedhuys, M., & Sleuwaegen, L. (2010). High-growth entrepreneurial firms in Africa: A quantile regression approach. Small Business Economics, 34(1), 31–51.CrossRef
go back to reference Grazzi, M., & Moschella, D. (2018). Small, young, and exporters: New evidence on the determinants of firm growth. Journal of Evolutionary Economics, 28(1), 125–152.CrossRef Grazzi, M., & Moschella, D. (2018). Small, young, and exporters: New evidence on the determinants of firm growth. Journal of Evolutionary Economics, 28(1), 125–152.CrossRef
go back to reference Grover, G. A., Medvedev, D., & Olafsen, E. (2019). High-growth firms: Facts, fiction, and policy options for emerging economies. World Bank.CrossRef Grover, G. A., Medvedev, D., & Olafsen, E. (2019). High-growth firms: Facts, fiction, and policy options for emerging economies. World Bank.CrossRef
go back to reference Haltiwanger, J., Jarmin, R. S., & Miranda, J. (2013). Who creates jobs? Small versus large versus young. The Review of Economics and Statistics, 95(2), 347–361.CrossRef Haltiwanger, J., Jarmin, R. S., & Miranda, J. (2013). Who creates jobs? Small versus large versus young. The Review of Economics and Statistics, 95(2), 347–361.CrossRef
go back to reference Haltiwanger, J., Jarmin, R. S., Kulick, R., & Miranda, J. (2017). High growth young firms: contribution to job, output, and productivity growth. In J. Haltiwanger, E. Hurst, J. Miranda, & A. Schoar (Eds.), Measuring entrepreneurial businesses: Current knowledge and challenges. University of Chicago Press.CrossRef Haltiwanger, J., Jarmin, R. S., Kulick, R., & Miranda, J. (2017). High growth young firms: contribution to job, output, and productivity growth. In J. Haltiwanger, E. Hurst, J. Miranda, & A. Schoar (Eds.), Measuring entrepreneurial businesses: Current knowledge and challenges. University of Chicago Press.CrossRef
go back to reference Henrekson, M., & Johansson, D. (2010). Gazelles as job creators: A survey and interpretation of the evidence. Small Business Economics, 35, 227–244.CrossRef Henrekson, M., & Johansson, D. (2010). Gazelles as job creators: A survey and interpretation of the evidence. Small Business Economics, 35, 227–244.CrossRef
go back to reference Holzl, W. (2014). Persistence, survival, and growth: A closer look at 20 years of fast-growing firms in Austria. Industrial and Corporate Change, 23(1), 199–231.CrossRef Holzl, W. (2014). Persistence, survival, and growth: A closer look at 20 years of fast-growing firms in Austria. Industrial and Corporate Change, 23(1), 199–231.CrossRef
go back to reference Hölzl, W., & Friesenbichler, K. (2010). High growth firms, innovation and the distance to the frontier. Economic Bullettin, 30(2), 1016–1024. Hölzl, W., & Friesenbichler, K. (2010). High growth firms, innovation and the distance to the frontier. Economic Bullettin, 30(2), 1016–1024.
go back to reference Kruse H., Martinez-Zarzoso I. and Baghdadi L., (2021), Standards and political connections: Evidence from Tunisia, Journal of Development Economics, 153. Kruse H., Martinez-Zarzoso I. and Baghdadi L., (2021), Standards and political connections: Evidence from Tunisia, Journal of Development Economics, 153.
go back to reference Lopez-Garcia, P., & Puente, S. (2012). What makes a high growth firm? A probit analysis using Spanish firm-level data. Small Business Economics, 39, 1029–1041.CrossRef Lopez-Garcia, P., & Puente, S. (2012). What makes a high growth firm? A probit analysis using Spanish firm-level data. Small Business Economics, 39, 1029–1041.CrossRef
go back to reference OECD. (2007). Eurostat-OECD Manual on Business Demography Statistics. OECD. (2007). Eurostat-OECD Manual on Business Demography Statistics.
go back to reference Reyes, Jose Daniel (2017). FDI spillovers and high-growth firms in developing countries (English). Policy Research working paper; no. WPS 8243. Washington, D.C: World Bank Group. Reyes, Jose Daniel (2017). FDI spillovers and high-growth firms in developing countries (English). Policy Research working paper; no. WPS 8243. Washington, D.C: World Bank Group.
go back to reference Schreyer, P. (2000). High-growth firms and employment. In OECD Science, Technology, and Industry Working Papers, 2000/03. OECD Publishing. Schreyer, P. (2000). High-growth firms and employment. In OECD Science, Technology, and Industry Working Papers, 2000/03. OECD Publishing.
go back to reference Secchi, G. A. (2006). Explaining the distribution of firm growth rates RAND. Journal of Economics, 37(2), 235–225. Secchi, G. A. (2006). Explaining the distribution of firm growth rates RAND. Journal of Economics, 37(2), 235–225.
go back to reference Trefler, D. (1993). Trade liberalization and the theory of endogenous protection: An econometric study of U.S. import policy. Journal of Political Economy, 101(1), 138–160.CrossRef Trefler, D. (1993). Trade liberalization and the theory of endogenous protection: An econometric study of U.S. import policy. Journal of Political Economy, 101(1), 138–160.CrossRef
go back to reference World Bank. (2014). Tunisia Country Program Evaluation FY05-13: Evaluation of the World Bank Group Program. World Bank.CrossRef World Bank. (2014). Tunisia Country Program Evaluation FY05-13: Evaluation of the World Bank Group Program. World Bank.CrossRef
go back to reference World Trade Organization. (2005). Trade policy review: Tunisia. WTO Secretariat. World Trade Organization. (2005). Trade policy review: Tunisia. WTO Secretariat.
Metadata
Title
High growth firms and trade linkages: Imports do matter
Authors
Marcio Cruz
Leila Baghdadi
Hassen Arouri
Publication date
20-09-2021
Publisher
Springer US
Published in
Small Business Economics / Issue 1/2022
Print ISSN: 0921-898X
Electronic ISSN: 1573-0913
DOI
https://doi.org/10.1007/s11187-021-00538-w

Other articles of this Issue 1/2022

Small Business Economics 1/2022 Go to the issue