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Intangible resources: the relevance of training for European firms’ innovative performance

This paper assesses whether European firms’ innovative performance is impacted by investments in training directly aimed at developing and/or introducing innovation, in addition to the scale of a firm's investments in innovation proxied by the number of R&D personnels. In particular, it explores the complementarity between these two factors (in the presence of a well-trained workforce, the knowledge created by a firm’s R&D personnel can be better exploited), and their dependence on a firm's knowledge intensity (high versus low % of tertiary-educated workforce) and size (SMEs versus large firms). Using European CIS non-anonymised data for the period 1998-2000, this paper estimates a system of simultaneous equations in which investments in training and stock of R&D personnel are treated as endogenous in relation to the innovative sales on which they are presumed to have an effect. The choice to use this time period rather than more recent ones – to which I had access at the Eurostat Safe Centre – is data-driven. It has better information on training expenditures and it is the last period to provide firm-level information on the number of employees with tertiary education. Unlike the majority of CIS-based studies, the main variables of interest are continuous ones, while dummy variables are used as controls only. Empirical evidence confirms most previous results – investment in training and stock of R&D personnel positively affects firms' innovativeness – but also provides some important additional insights. Ceteris paribus, returns to training and R&D personnel are not affected by the knowledge intensity of the firm, while are always statistically significantly higher in large than in small and medium sized firms. However, while in the case of training the differences in returns between SME and large firms are small, in the case of R&D personnel are quite pronounced.

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File URL: http://iri.jrc.ec.europa.eu/documents/10180/cff1590b-87c6-40c1-af72-88e21144fdcf
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Paper provided by Institute of Prospective Technological Studies, Joint Research Centre in its series JRC-IPTS Working Papers on Corporate R&D and Innovation with number 2011-06.

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Length: 39 pages
Date of creation: Dec 2011
Date of revision:
Handle: RePEc:ipt:wpaper:201106
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  1. Alan Barrett & Philip J. O'Connell, 2001. "Does training generally work? The returns to in-company training," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 54(3), pages 647-662, April.
  2. ., 2004. "I," Chapters, in: An Eponymous Dictionary of Economics, chapter 9 Edward Elgar.
  3. Ariel Pakes & Zvi Griliches, 1984. "Patents and R&D at the Firm Level: A First Look," NBER Chapters, in: R&D, Patents, and Productivity, pages 55-72 National Bureau of Economic Research, Inc.
  4. ., 2004. "B," Chapters, in: An Eponymous Dictionary of Economics, chapter 2 Edward Elgar.
  5. Keld Laursen & Nicolai J. Foss, 2003. "New human resource management practices, complementarities and the impact on innovation performance," Cambridge Journal of Economics, Oxford University Press, vol. 27(2), pages 243-263, March.
  6. Sabourin, David & Baldwin, John R. & Diverty, Brent, 1995. "Technology Use and Industrial Transformation: Empirical Perspectives," Analytical Studies Branch Research Paper Series 1995075e, Statistics Canada, Analytical Studies Branch.
  7. Jacques Mairesse & Pierre Mohnen, 2010. "Using Innovations Surveys for Econometric Analysis," NBER Working Papers 15857, National Bureau of Economic Research, Inc.
  8. Villalonga, Belen, 2004. "Intangible resources, Tobin's q, and sustainability of performance differences," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 205-230, June.
  9. Paul A. David & Bronwyn H. Hall & Andrew A. Toole, 1999. "Is Public R&D a Complement or Substitute for Private R&D? A Review of the Econometric Evidence," Working Papers 99023, Stanford University, Department of Economics.
  10. ., 2004. "E," Chapters, in: An Eponymous Dictionary of Economics, chapter 5 Edward Elgar.
  11. Guidetti, Giovanni & Mazzanti, Massimiliano, 2007. "Firm-level training in local economic systems: Complementarities in production and firm innovation strategies," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 36(6), pages 875-894, December.
  12. ., 2004. "A," Chapters, in: An Eponymous Dictionary of Economics, chapter 1 Edward Elgar.
  13. G. Antonelli & R. Antonietti & G. Guidetti, 2009. "Organizational Change, Skill Formation, Human Capital Measurement: Evidence From Italian Manufacturing Firms," Working Papers 661, Dipartimento Scienze Economiche, Universita' di Bologna.
  14. Heshmati, Almas & Kim, Yee-Kyoung & Kim, Hyesung, 2006. "The Effects of Innovation on Performance of Korean Firms," Ratio Working Papers 90, The Ratio Institute.
  15. ., 2004. "L," Chapters, in: An Eponymous Dictionary of Economics, chapter 12 Edward Elgar.
  16. Charles Bérubé & Pierre Mohnen, 2007. "Are Firms That Received R&D Subsidies More Innovative?," CIRANO Working Papers 2007s-13, CIRANO.
  17. Galia, Fabrice & Legros, Diego, 2004. "Complementarities between obstacles to innovation: evidence from France," Research Policy, Elsevier, vol. 33(8), pages 1185-1199, October.
  18. d'Aspremont, Claude & Jacquemin, Alexis, 1988. "Cooperative and Noncooperative R&D in Duopoly with Spillovers," American Economic Review, American Economic Association, vol. 78(5), pages 1133-37, December.
  19. Baruch Lev, 2003. "Remarks on the measurement, valuation, and reporting of intangible assets," Economic Policy Review, Federal Reserve Bank of New York, issue Sep, pages 17-22.
  20. ., 2004. "G," Chapters, in: An Eponymous Dictionary of Economics, chapter 7 Edward Elgar.
  21. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change And Wage Inequality," The Quarterly Journal of Economics, MIT Press, vol. 113(4), pages 1055-1089, November.
  22. Wim Groot, 1999. "Productivity effects of enterprise-related training," Applied Economics Letters, Taylor & Francis Journals, vol. 6(6), pages 369-371.
  23. ., 2004. "S," Chapters, in: An Eponymous Dictionary of Economics, chapter 18 Edward Elgar.
  24. ., 2004. "N," Chapters, in: An Eponymous Dictionary of Economics, chapter 14 Edward Elgar.
  25. ., 2004. "O," Chapters, in: An Eponymous Dictionary of Economics, chapter 15 Edward Elgar.
  26. Johnson, Joanne & Baldwin, John R. & Gray, Tara, 1995. "Technology Use, Training and Plant-specific Knowledge in Manufacturing Establishments," Analytical Studies Branch Research Paper Series 1995086e, Statistics Canada, Analytical Studies Branch.
  27. Milgrom, Paul & Roberts, John, 1995. "Complementarities and fit strategy, structure, and organizational change in manufacturing," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 179-208, April.
  28. ., 2004. "C," Chapters, in: An Eponymous Dictionary of Economics, chapter 3 Edward Elgar.
  29. Frank R. Lichtenberg & Donald Siegel, 1989. "The Impact of R&D Investment On Productivity - New Evidence Using Linked R&D-LRD Data," NBER Working Papers 2901, National Bureau of Economic Research, Inc.
  30. Teece, David J. & Rumelt, Richard & Dosi, Giovanni & Winter, Sidney, 1994. "Understanding corporate coherence : Theory and evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 23(1), pages 1-30, January.
  31. Baldwin, John R. & Diverty, Brent, 1995. "Advanced Technology Use in Canadian Manufacturing Establishments," Analytical Studies Branch Research Paper Series 1995085e, Statistics Canada, Analytical Studies Branch.
  32. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
  33. Lydia Greunz, 2003. "Geographically and technologically mediated knowledge spillovers between European regions," The Annals of Regional Science, Springer, vol. 37(4), pages 657-680, December.
  34. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," Journal of Political Economy, University of Chicago Press, vol. 70, pages 9.
  35. John Van Reenen, 2000. "Who gains when workers train? Training and corporate productivity in a panel of British industries," IFS Working Papers W00/04, Institute for Fiscal Studies.
  36. De Bondt, Raymond, 1997. "Spillovers and innovative activities," International Journal of Industrial Organization, Elsevier, vol. 15(1), pages 1-28, February.
  37. Mikko Paananen & Alfred Kleinknecht, 2010. "Analysing innovative output in a CIS database: taking account of some nasty details," ECONOMIA E POLITICA INDUSTRIALE, FrancoAngeli Editore, vol. 2010(1), pages 13-31.
  38. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
  39. ., 2004. "T," Chapters, in: An Eponymous Dictionary of Economics, chapter 19 Edward Elgar.
  40. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
  41. ., 2004. "R," Chapters, in: An Eponymous Dictionary of Economics, chapter 17 Edward Elgar.
  42. Katz, Eliakim & Ziderman, Adrian, 1990. "Investment in General Training: The Role of Information and Labour Mobility," Economic Journal, Royal Economic Society, vol. 100(403), pages 1147-58, December.
  43. ., 2004. "H," Chapters, in: An Eponymous Dictionary of Economics, chapter 8 Edward Elgar.
  44. ., 2004. "F," Chapters, in: An Eponymous Dictionary of Economics, chapter 6 Edward Elgar.
  45. Kamien, Morton I & Muller, Eitan & Zang, Israel, 1992. "Research Joint Ventures and R&D Cartels," American Economic Review, American Economic Association, vol. 82(5), pages 1293-306, December.
  46. Bo Hansson, 2009. "Employers' Perspectives on the Roles of Human Capital Development and Management in Creating Value," OECD Education Working Papers 18, OECD Publishing.
  47. Nathalie Chusseau & Michel Dumont & Jo�l Hellier, 2008. "Explaining Rising Inequality: Skill-Biased Technical Change And North-South Trade ," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 409-457, 07.
  48. Chris Freeman & Luc Soete, 1997. "The Economics of Industrial Innovation, 3rd Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262061953, June.
  49. ., 2004. "D," Chapters, in: An Eponymous Dictionary of Economics, chapter 4 Edward Elgar.
  50. Pablo Gonzalo Ramirez & Toyohiko Hachiya, 2008. "Measuring the Contribution of Intangibles to Productivity Growth: A Disaggregate Analysis of Japanese Firms," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 11(02), pages 151-186.
  51. Isabel Busom, 2000. "An Empirical Evaluation of The Effects of R&D Subsidies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(2), pages 111-148.
  52. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-96, September.
  53. Heinz Hollenstein & Tobias Stucki, 2008. "The Impact of ICT Usage, Workplace Organisation and Human Capital on the Provision of Apprenticeship Training : A Firm-level Analysis Based on Swiss Panel Data," KOF Working papers 08-205, KOF Swiss Economic Institute, ETH Zurich.
  54. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-40, June.
  55. Bassanini, Andrea & Booth, Alison L. & Brunello, Giorgio & De Paola, Maria & Leuven, Edwin, 2005. "Workplace Training in Europe," IZA Discussion Papers 1640, Institute for the Study of Labor (IZA).
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