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Learning through experience in Research & Development: An empirical analysis with Spanish firms

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  • Beneito, Pilar
  • Rochina-Barrachina, María Engracia
  • Sanchis, Amparo

Abstract

In this paper we analyse the role of learning through experience in Research and Development (R&D) activities in strengthening firms' capabilities to achieve innovation outcomes and, subsequently, in obtaining rewards in terms of firms' performance. First, using an innovation production function approach, we estimate a count-data model and find that the number of years of engagement in R&D activities, or R&D experience, has a positive effect on the expected number of product innovations, although at a decreasing rate. In addition, our results suggest that, whereas large firms are more efficient than SMEs in converting R&D investment into product innovations, SMEs seem to be able to draw efficiency gains from R&D experience at least comparable, if not higher, to those obtained by large firms. Secondly, we find that not only the number of innovations but also their impact on firms' performance increase as firms accumulate R&D experience, suggesting that R&D experience helps to obtain not only more innovations but also innovations of a higher quality.

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  • Beneito, Pilar & Rochina-Barrachina, María Engracia & Sanchis, Amparo, 2014. "Learning through experience in Research & Development: An empirical analysis with Spanish firms," Technological Forecasting and Social Change, Elsevier, vol. 88(C), pages 290-305.
    • Handle: RePEc:eee:tefoso:v:88:y:2014:i:c:p:290-305
    DOI: 10.1016/j.techfore.2013.10.009
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    as
    1. Roberto G. Gutierrez & Jean Marie Linhart & Jeffrey S. Pitblado, 2003. "From the help desk: Local polynomial regression and Stata plugins," Stata Journal, StataCorp LP, vol. 3(4), pages 412-419, December.
    2. William S. Comanor, 1967. "Market Structure, Product Differentiation, and Industrial Research," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 81(4), pages 639-657.
    3. Julio Raffo & Stephane Lhuillery & Luis Miotti, 2008. "Northern and southern innovativity: a comparison across European and Latin American countries," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 219-239.
    4. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    5. Delgado, Miguel A. & Farinas, Jose C. & Ruano, Sonia, 2002. "Firm productivity and export markets: a non-parametric approach," Journal of International Economics, Elsevier, vol. 57(2), pages 397-422, August.
    6. Utterback, James M & Abernathy, William J, 1975. "A dynamic model of process and product innovation," Omega, Elsevier, vol. 3(6), pages 639-656, December.
    7. 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.
    8. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    9. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    10. Ana M. Fernandes & Alberto E. Isgut, 2015. "Learning-by-Exporting Effects: Are They for Real?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(1), pages 65-89, January.
    11. Baffoe-Bonnie, John & Ezeala-Harrison, Fidelis, 2005. "Incidence and duration of unemployment spells: Implications for the male-female wage differentials," The Quarterly Review of Economics and Finance, Elsevier, vol. 45(4-5), pages 824-847, September.
    12. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    13. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    14. Peters, Bettina & Lööf, Hans & Janz, Norbert, 2003. "Firm Level Innovation and Productivity: Is there a Common Story Across Countries?," ZEW Discussion Papers 03-26, ZEW - Leibniz Centre for European Economic Research.
    15. Marvin B. Lieberman, 1989. "The learning curve, technology barriers to entry, and competitive survival in the chemical processing industries," Strategic Management Journal, Wiley Blackwell, vol. 10(5), pages 431-447, September.
    16. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    17. John Bound & Clint Cummins & Zvi Griliches & Bronwyn H. Hall & Adam B. Jaffe, 1984. "Who Does R&D and Who Patents?," NBER Chapters, in: R&D, Patents, and Productivity, pages 21-54, National Bureau of Economic Research, Inc.
    18. Pilar Beneito, 2001. "R&D productivity and spillovers at the firms level: evidence from Spanish panel data," Investigaciones Economicas, Fundación SEPI, vol. 25(2), pages 289-313, May.
    19. Rachel Griffith & Elena Huergo & Jacques Mairesse & Bettina Peters, 2006. "Innovation and Productivity Across Four European Countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 22(4), pages 483-498, Winter.
    20. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    21. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    22. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    23. Jaan Masso & Priit Vahter, 2008. "Technological innovation and productivity in late-transition Estonia: econometric evidence from innovation surveys," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 240-261.
    24. 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.
    25. Bronwyn H. Hall, 2011. "Innovation and Productivity," NBER Working Papers 17178, National Bureau of Economic Research, Inc.
    26. Angel de la Fuente, 2011. "Human Capital and Productivity," Working Papers 530, Barcelona School of Economics.
    27. Malerba, Franco & Orsenigo, Luigi, 2000. "Knowledge, Innovation Activities and Industrial Evolution," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 9(2), pages 289-313, June.
    28. Blundell, Richard & Griffith, Rachel & Windmeijer, Frank, 2002. "Individual effects and dynamics in count data models," Journal of Econometrics, Elsevier, vol. 108(1), pages 113-131, May.
    29. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    30. Rebecca Henderson & Iain Cockburn, 1996. "Scale, Scope, and Spillovers: The Determinants of Research Productivity in Drug Discovery," RAND Journal of Economics, The RAND Corporation, vol. 27(1), pages 32-59, Spring.
    31. Jose Miguel Benavente, 2006. "The role of research and innovation in promoting productivity in chile," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 301-315.
    32. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    33. Hall, Bronwyn H & Griliches, Zvi & Hausman, Jerry A, 1986. "Patents and R and D: Is There a Lag?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 27(2), pages 265-283, June.
    34. Hans Loof & Almas Heshmati, 2006. "On the relationship between innovation and performance: A sensitivity analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 317-344.
    35. Beneito, Pilar, 2006. "The innovative performance of in-house and contracted R&D in terms of patents and utility models," Research Policy, Elsevier, vol. 35(4), pages 502-517, May.
    36. Juan A. Máñez‐Castillejo & María E. Rochina‐Barrachina & Juan A. Sanchis‐Llopis, 2010. "Does Firm Size Affect Self‐selection and Learning‐by‐Exporting?," The World Economy, Wiley Blackwell, vol. 33(3), pages 315-346, March.
    37. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    38. Pilar Beneito & Amparo Sanchis Llopis & María Engracia. Rochina Barrachina, 2007. "R&D-Experience And Innovation Success," Working Papers. Serie EC 2007-10, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    39. John R. Baldwin & Guy Gellatly, 2003. "Innovation Strategies and Performance in Small Firms," Books, Edward Elgar Publishing, number 3062.
    40. Nola Hewitt-Dundas, 2006. "Resource and Capability Constraints to Innovation in Small and Large Plants," Small Business Economics, Springer, vol. 26(3), pages 257-277, April.
    41. Stokey, Nancy L, 1988. "Learning by Doing and the Introduction of New Goods," Journal of Political Economy, University of Chicago Press, vol. 96(4), pages 701-717, August.
    42. Good, D. & Nadiri, M.I. & Sickles, R., 1996. "Index Number and Factor Demand Approaches to the Estimarion of Productivity," Working Papers 96-34, C.V. Starr Center for Applied Economics, New York University.
    43. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    44. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "Multilateral Comparisons of Output, Input, and Productivity Using Superlative Index Numbers," Economic Journal, Royal Economic Society, vol. 92(365), pages 73-86, March.
    45. Gary Jefferson & Bai Huamao & Guan Xiaojing & Yu Xiaoyun, 2006. "R&D Performance in Chinese industry," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 345-366.
    46. Jaeyong Song & Paul Almeida & Geraldine Wu, 2003. "Learning--by--Hiring: When Is Mobility More Likely to Facilitate Interfirm Knowledge Transfer?," Management Science, INFORMS, vol. 49(4), pages 351-365, April.
    47. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66, pages 281-281.
    48. Baldwin, John R., 1995. "Innovation: The Key to Success in Small Firms," Analytical Studies Branch Research Paper Series 1995076e, Statistics Canada, Analytical Studies Branch.
    49. West, Jonathan & Iansiti, Marco, 2003. "Experience, experimentation, and the accumulation of knowledge: the evolution of R&D in the semiconductor industry," Research Policy, Elsevier, vol. 32(5), pages 809-825, May.
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