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Innovation and firm growth in high-tech sectors: A quantile regression approach

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Coad, Alex
Rao, Rekha

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Abstract

We relate innovation to sales growth for incumbent firms in high-tech sectors. A firm, on average, experiences only modest growth and may grow for a number of reasons that may or may not be related to innovative activity. However, given that the returns to innovation are highly skewed and that growth rates distributions are heavy-tailed, it may be misleading to use regression techniques that focus on the 'average effect for the average firm'. Using a quantile regression approach, we observe that innovation is of crucial importance for a handful of 'superstar' fast-growth firms.

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File URL: http://www.sciencedirect.com/science/article/B6V77-4S02JT5-2/1/7d031846bafa78533c22f9426eaf4af8
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Article provided by Elsevier in its journal Research Policy.

Volume (Year): 37 (2008)
Issue (Month): 4 (May)
Pages: 633-648
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Handle: RePEc:eee:respol:v:37:y:2008:i:4:p:633-648

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Giulio Bottazzi & Alex Coad & Nadia Jacoby & Angelo Secchi, 2005. "Corporate Growth and Industrial Dynamics: Evidence from French Manufacturing," LEM Papers Series 2005/21, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy. [Downloadable!]
  2. Dunne, Timothy & Roberts, Mark J & Samuelson, Larry, 1989. "The Growth and Failure of U.S. Manufacturing Plants," The Quarterly Journal of Economics, MIT Press, vol. 104(4), pages 671-98, November. [Downloadable!] (restricted)
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  3. Mahmut Yasar & Carl H. Nelson & Roderick Rejesus, 2006. "Productivity and Exporting Status of Manufacturing Firms: Evidence from Quantile Regressions," Review of World Economics (Weltwirtschaftliches Archiv), Springer, vol. 142(4), pages 675-694, December. [Downloadable!] (restricted)
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  4. Alex Coad, 2006. "Understanding the processes of firm growth - a closer look at serial growth rate correlation," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00118801_v1, HAL. [Downloadable!]
  5. Griliches, Zvi, 1990. "Patent Statistics as Economic Indicators: A Survey," Journal of Economic Literature, American Economic Association, vol. 28(4), pages 1661-1707, December. [Downloadable!] (restricted)
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  6. Bottazzi, Giulio & Dosi, Giovanni & Lippi, Marco & Pammolli, Fabio & Riccaboni, Massimo, 2001. "Innovation and corporate growth in the evolution of the drug industry," International Journal of Industrial Organization, Elsevier, vol. 19(7), pages 1161-1187, July. [Downloadable!] (restricted)
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  7. Francesca Lotti & Enrico Santarelli & Marco Vivarelli, 2003. "Does Gibrat's Law hold among young, small firms?," Journal of Evolutionary Economics, Springer, vol. 13(3), pages 213-235, August. [Downloadable!] (restricted)
  8. Van Reenen, John, 1997. "Employment and Technological Innovation: Evidence from U.K. Manufacturing Firms," Journal of Labor Economics, University of Chicago Press, vol. 15(2), pages 255-84, April. [Downloadable!] (restricted)
  9. Freel, Mark S, 2000. " Do Small Innovating Firms Outperform Non-innovators?," Small Business Economics, Springer, vol. 14(3), pages 195-210, May. [Downloadable!] (restricted)
  10. Giulio Bottazzi & Elena Cefis & Giovanni Dosi, 2002. "Corporate growth and industrial structures: some evidence from the Italian manufacturing industry," Industrial and Corporate Change, Oxford University Press, vol. 11(4), pages 705-723, August.
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  11. Cefis, Elena & Orsenigo, Luigi, 2001. "The persistence of innovative activities: A cross-countries and cross-sectors comparative analysis," Research Policy, Elsevier, vol. 30(7), pages 1139-1158, August. [Downloadable!] (restricted)
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  12. Bronwyn H. Hall, 2004. "Exploring the Patent Explosion," NBER Working Papers 10605, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  13. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  14. Alex Coad, 2006. "Understanding the processes of firm Growth - a closer look at serial growth rate correlation," Cahiers de la Maison des Sciences Economiques r06051, Université Panthéon-Sorbonne (Paris 1). [Downloadable!]
  15. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January. [Downloadable!] (restricted)
  16. Hall, Bronwyn H, 1987. "The Relationship between Firm Size and Firm Growth in the U.S. Manufacturing Sector," Journal of Industrial Economics, Blackwell Publishing, vol. 35(4), pages 583-606, June. [Downloadable!] (restricted)
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  17. Nicholas Bloom & John Van Reenen, 2002. "Patents, Real Options and Firm Performance," Economic Journal, Royal Economic Society, vol. 112(478), pages C97-C116, March. [Downloadable!] (restricted)
  18. repec:fth:harver:1473 is not listed on IDEAS
  19. Harhoff, Dietmar & Stahl, Konrad & Woywode, Michael, 1998. "Legal Form, Growth and Exit of West German Firms--Empirical Results for Manufacturing, Construction, Trade and Service Industries," Journal of Industrial Economics, Blackwell Publishing, vol. 46(4), pages 453-88, December. [Downloadable!] (restricted)
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  20. Arundel, Anthony & Kabla, Isabelle, 1998. "What percentage of innovations are patented? empirical estimates for European firms," Research Policy, Elsevier, vol. 27(2), pages 127-141, June. [Downloadable!] (restricted)
  21. Bronwyn H. Hall and Adam Jaffe, and Manuel Trajtenberg., 2001. "Market Value and Patent Citations: A First Look," Economics Working Papers E01-304, University of California at Berkeley.
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  22. Evans, David S., 1986. "The Relationship Between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries," Working Papers 86-33, C.V. Starr Center for Applied Economics, New York University. [Downloadable!]
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  23. John Sutton, 1997. "Gibrat's Legacy," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 40-59, March. [Downloadable!] (restricted)
  24. Giulio Bottazzi & Angelo Secchi, 2003. "Common Properties and Sectoral Specificities in the Dynamics of U.S. Manufacturing Companies," Review of Industrial Organization, Springer, vol. 23(3), pages 217-232, December. [Downloadable!] (restricted)
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  25. Hart, Peter E & Oulton, Nicholas, 1996. "Growth and Size of Firms," Economic Journal, Royal Economic Society, vol. 106(438), pages 1242-52, September. [Downloadable!] (restricted)
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  26. Alex Coad, 2005. "Testing the principle of 'growth of the fitter': The relationship between profits and firm growth," Emory Economics 0531, Department of Economics, Emory University (Atlanta). [Downloadable!]
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  27. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall. [Downloadable!] (restricted)
  28. Giulio Bottazzi & Elena Cefis & Giovanni Dosi & Angelo Secchi, 2003. "Invariances and Diversities in the Evolution of Manufacturing Industries," LEM Papers Series 2003/21, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy. [Downloadable!]
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  29. Alex Coad & Rekha Rao, 2006. "Innovation and firm growth in "complex technology" sectors : a quantile regression approach," Cahiers de la Maison des Sciences Economiques r06050, Université Panthéon-Sorbonne (Paris 1). [Downloadable!]
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  30. Bronwyn H. HALL & Raffaele ORIANI, 2004. "Does the Market Value R&D Investment by European Firms? Evidence from a Panel of Manufacturing Firms in France," Economics Working Papers ECO2004/13, European University Institute. [Downloadable!]
  31. Joao Pedro Azevedo, 2004. "GRQREG: Stata module to graph the coefficients of a quantile regression," Statistical Software Components S437001, Boston College Department of Economics, revised 01 Jan 2006. [Downloadable!]
Full references

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Matthias Deschryvere, 2008. "High Growth Firms and Job Creation in Finland," Discussion Papers 1144, The Research Institute of the Finnish Economy. [Downloadable!]
  2. Otto, Anne & Fornahl, Dirk, 2008. "Long-term growth determinants of young businesses in Germany : effects of regional concentration and specialisation," IAB Discussion Paper 200813, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  3. A. Coad & R. Rao, 2007. "The Employment Effects of Innovations in High-Tech Industries," Papers on Economics and Evolution 2007-05, Max Planck Institute of Economics, Evolutionary Economics Group. [Downloadable!]
  4. Werner Hölzl, 2009. "Is the R&D behaviour of fast-growing SMEs different? Evidence from CIS III data for 16 countries," Small Business Economics, Springer, vol. 33(1), pages 59-75, June. [Downloadable!] (restricted)
    Other versions:
  5. Alex Coad, 2008. "Distance to Frontier and Appropriate Business Strategy," LEM Papers Series 2008/13, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy. [Downloadable!]
    Other versions:
  6. Alexander Coad & Rekha Rao, 2007. "Firm Growth and R&D Expenditure," Papers on Economics and Evolution 2007-10, Max Planck Institute of Economics, Evolutionary Economics Group. [Downloadable!]
  7. Anne Otto & Dirk Fornahl, 2009. "Cohesion Policy:Methodology And Indicators Towards Common Approach," Romanian Journal of Regional Science, Romanian Regional Science Association, vol. 3(1), pages 1-35, JUNE. [Downloadable!]
  8. Goedhuys, Micheline & Sleuwaegen, Leo, 2009. "High-Growth Entrepreneurial Firms in Africa: A Quantile Regression Approach," Working Papers UNU-WIDER Research Paper , World Institute for Development Economic Research (UNU-WIDER). [Downloadable!]
  9. Alex Coad & Werner Hölzl, 2009. "On the Autocorrelation of Growth Rates," Journal of Industry, Competition and Trade, Springer, vol. 9(2), pages 139-166, June. [Downloadable!] (restricted)
  10. Alex Coad, 2006. "A Closer Look at Serial Growth Rate Correlation," LEM Papers Series 2006/29, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy. [Downloadable!]
    Other versions:
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