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The Role Of Extramural R&D And Scientific Knowledge In Creating High Novelty Innovations: An Examination Of Manufacturing And Service Firms In Spain

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  • Gómez, Jaime
  • Salazar, Idana
  • Vargas, Pilar

Abstract

This paper studies the effect of extramural R&D and of scientific knowledge in the creation of high novelty innovations. We first argue that extramural R&D brings in higher benefits, but also higher costs, when trying to obtain high novelty vs. low novelty innovations. Second, we propose that extramural investments in scientific R&D allow the firm to access distant knowledge and to break the path dependence induced by its resource endowments. However, investments in scientific R&D are also subject to the risks of the ‘two worlds’ that result from the collaboration of firms and universities and research centres. Our hypotheses are tested with data from the Panel of Technological Innovation, which describes the innovative activities of Spanish firms from 2005 to 2013. Our results show an inverted U-shaped relationship between extramural R&D and the share of sales from new products. They also reveal that extramural R&D investments increase the proportion of sales from high novelty products more than from low novelty products (a 21% vs. a 2%). However, an excessive reliance on extramural R&D reduces more the sales from high novelty innovations than from low novelty innovations (a 52% vs. a 32%). Finally, extramural R&D performed by universities and research centres raises the share of sales from high novelty innovations. However, collaboration with non-scientific sources is more impactful than collaboration with scientific ones, no matter the nature of the innovation considered.

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  • Gómez, Jaime & Salazar, Idana & Vargas, Pilar, 2020. "The Role Of Extramural R&D And Scientific Knowledge In Creating High Novelty Innovations: An Examination Of Manufacturing And Service Firms In Spain," Research Policy, Elsevier, vol. 49(8).
  • Handle: RePEc:eee:respol:v:49:y:2020:i:8:s0048733320301098
    DOI: 10.1016/j.respol.2020.104030
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    1. Birgit Aschhoff & Tobias Schmidt, 2008. "Empirical Evidence on the Success of R&D Cooperation—Happy Together?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 33(1), pages 41-62, August.
    2. Mina, Andrea & Bascavusoglu-Moreau, Elif & Hughes, Alan, 2014. "Open service innovation and the firm's search for external knowledge," Research Policy, Elsevier, vol. 43(5), pages 853-866.
    3. Edwin Mansfield, 1988. "The Speed and Cost of Industrial Innovation in Japan and the United States: External vs. Internal Technology," Management Science, INFORMS, vol. 34(10), pages 1157-1168, October.
    4. David J. TEECE, 2008. "Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy," World Scientific Book Chapters, in: The Transfer And Licensing Of Know-How And Intellectual Property Understanding the Multinational Enterprise in the Modern World, chapter 5, pages 67-87, World Scientific Publishing Co. Pte. Ltd..
    5. Foege, J. Nils & Lauritzen, Ghita Dragsdahl & Tietze, Frank & Salge, Torsten Oliver, 2019. "Reconceptualizing the paradox of openness: How solvers navigate sharing-protecting tensions in crowdsourcing," Research Policy, Elsevier, vol. 48(6), pages 1323-1339.
    6. Paul C. Godfrey & Charles W. L. Hill, 1995. "The problem of unobservables in strategic management research," Strategic Management Journal, Wiley Blackwell, vol. 16(7), pages 519-533.
    7. Christoph Grimpe & Ulrich Kaiser, 2010. "Balancing Internal and External Knowledge Acquisition: The Gains and Pains from R&D Outsourcing," Journal of Management Studies, Wiley Blackwell, vol. 47(8), pages 1483-1509, December.
    8. Jacobsson, Staffan & Lindholm-Dahlstrand, Åsa & Elg, Lennart, 2013. "Is the commercialization of European academic R&D weak?—A critical assessment of a dominant belief and associated policy responses," Research Policy, Elsevier, vol. 42(4), pages 874-885.
    9. Anu Wadhwa & Isabel Maria Bodas Freitas & M. B. Sarkar, 2017. "The Paradox of Openness and Value Protection Strategies: Effect of Extramural R&D on Innovative Performance," Organization Science, INFORMS, vol. 28(5), pages 873-896, October.
    10. Mueller-Langer, Frank & Fecher, Benedikt & Harhoff, Dietmar & Wagner, Gert G., 2019. "Replication studies in economics—How many and which papers are chosen for replication, and why?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 48(1), pages 62-83.
    11. Tsai, Kuen-Hung & Wang, Jiann-Chyuan, 2008. "External technology acquisition and firm performance: A longitudinal study," Journal of Business Venturing, Elsevier, vol. 23(1), pages 91-112, January.
    12. Natália Barbosa & Ana Paula Faria & Vasco Eiriz, 2014. "Industry- and firm-specific factors of innovation novelty," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(3), pages 865-902.
    13. Jaime Gómez & Idana Salazar & Pilar Vargas, 2017. "Does Information Technology Improve Open Innovation Performance? An Examination of Manufacturers in Spain," Information Systems Research, INFORMS, vol. 28(3), pages 661-675, September.
    14. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    15. Zvi Griliches, 1984. "Market Value, R&D, and Patents," NBER Chapters, in: R&D, Patents, and Productivity, pages 249-252, National Bureau of Economic Research, Inc.
    16. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2003. "Links and Impacts: The Influence of Public Research on Industrial R&D," Chapters, in: Aldo Geuna & Ammon J. Salter & W. Edward Steinmueller (ed.), Science and Innovation, chapter 4, Edward Elgar Publishing.
    17. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    18. Conti, Annamaria & Gaule, Patrick, 2011. "Is the US outperforming Europe in university technology licensing? A new perspective on the European Paradox," Research Policy, Elsevier, vol. 40(1), pages 123-135, February.
    19. Bruno Cassiman & Reinhilde Veugelers, 2002. "R&D Cooperation and Spillovers: Some Empirical Evidence from Belgium," American Economic Review, American Economic Association, vol. 92(4), pages 1169-1184, September.
    20. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    21. 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 569-596, September.
    22. Helfat, C.E. & Raubitschek, R.S., 2000. "Product Sequencing: Co-Evolution of Knowledge, Capabilities and Products," Papers 00-1, U.S. Department of Justice - Antitrust Division.
    23. Kunapatarawong, Rasi & Martínez-Ros, Ester, 2016. "Towards green growth: How does green innovation affect employment?," Research Policy, Elsevier, vol. 45(6), pages 1218-1232.
    24. Rebecca Henderson & Iain Cockburn, 1994. "Measuring Competence? Exploring Firm Effects in Pharmaceutical Research," Strategic Management Journal, Wiley Blackwell, vol. 15(S1), pages 63-84, December.
    25. Vega-Jurado, Jaider & Manjarrés-Henríquez, Liney & Gutiérrez-Gracia, Antonio & Fernández-de-Lucio, Ignacio, 2010. "Interaction with universities and firm's innovative performance: evidence from the Spanish innovation survey," INGENIO (CSIC-UPV) Working Paper Series 201008, INGENIO (CSIC-UPV).
    26. Michael L. Katz, 1986. "An Analysis of Cooperative Research and Development," RAND Journal of Economics, The RAND Corporation, vol. 17(4), pages 527-543, Winter.
    27. Katila, Riitta & Mang, Paul Y., 2003. "Exploiting technological opportunities: the timing of collaborations," Research Policy, Elsevier, vol. 32(2), pages 317-332, February.
    28. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    29. Kaufmann, Alexander & Todtling, Franz, 2001. "Science-industry interaction in the process of innovation: the importance of boundary-crossing between systems," Research Policy, Elsevier, vol. 30(5), pages 791-804, May.
    30. Richard A. Bettis & Sendil Ethiraj & Alfonso Gambardella & Constance Helfat & Will Mitchell, 2016. "Creating repeatable cumulative knowledge in strategic management," Strategic Management Journal, Wiley Blackwell, vol. 37(2), pages 257-261, February.
    31. Dahlander, Linus & Gann, David M., 2010. "How open is innovation?," Research Policy, Elsevier, vol. 39(6), pages 699-709, July.
    32. Constance E. Helfat & Ruth S. Raubitschek, 2000. "Product sequencing: co‐evolution of knowledge, capabilities and products," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 961-979, October.
    33. Veugelers, Reinhilde & Cassiman, Bruno, 1999. "Make and buy in innovation strategies: evidence from Belgian manufacturing firms," Research Policy, Elsevier, vol. 28(1), pages 63-80, January.
    34. Du, Jingshu & Leten, Bart & Vanhaverbeke, Wim, 2014. "Managing open innovation projects with science-based and market-based partners," Research Policy, Elsevier, vol. 43(5), pages 828-840.
    35. Lopez-Vega, Henry & Tell, Fredrik & Vanhaverbeke, Wim, 2016. "Where and how to search? Search paths in open innovation," Research Policy, Elsevier, vol. 45(1), pages 125-136.
    36. Bruno Cassiman & Giovanni Valentini, 2016. "Open innovation: Are inbound and outbound knowledge flows really complementary?," Strategic Management Journal, Wiley Blackwell, vol. 37(6), pages 1034-1046, June.
    37. Baldwin, John & Lin, Zhengxi, 2002. "Impediments to advanced technology adoption for Canadian manufacturers," Research Policy, Elsevier, vol. 31(1), pages 1-18, January.
    38. Hewitt-Dundas, Nola & Gkypali, Areti & Roper, Stephen, 2019. "Does learning from prior collaboration help firms to overcome the ‘two-worlds’ paradox in university-business collaboration?," Research Policy, Elsevier, vol. 48(5), pages 1310-1322.
    39. 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.
    40. Shaikh, Maha & Levina, Natalia, 2019. "Selecting an open innovation community as an alliance partner: Looking for healthy communities and ecosystems," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    41. Kobarg, Sebastian & Stumpf-Wollersheim, Jutta & Welpe, Isabell M., 2019. "More is not always better: Effects of collaboration breadth and depth on radical and incremental innovation performance at the project level," Research Policy, Elsevier, vol. 48(1), pages 1-10.
    42. Charlene L. Nicholls‐Nixon & Carolyn Y. Woo, 2003. "Technology sourcing and output of established firms in a regime of encompassing technological change," Strategic Management Journal, Wiley Blackwell, vol. 24(7), pages 651-666, July.
    43. Catherine M. Banbury & Will Mitchell, 1995. "The effect of introducing important incremental innovations on market share and business survival," Strategic Management Journal, Wiley Blackwell, vol. 16(S1), pages 161-182.
    44. John A. Mathews, 2003. "Strategizing by firms in the presence of markets for resources," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(6), pages 1157-1193, December.
    45. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    46. Orietta Marsili & Ammon Salter, 2005. "'Inequality' of innovation: skewed distributions and the returns to innovation in Dutch manufacturing," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(1-2), pages 83-102.
    47. Köhler, Christian & Sofka, Wolfgang & Grimpe, Christoph, 2012. "Selective search, sectoral patterns, and the impact on product innovation performance," Research Policy, Elsevier, vol. 41(8), pages 1344-1356.
    48. Tsai, Kuen-Hung & Wang, Jiann-Chyuan, 2009. "External technology sourcing and innovation performance in LMT sectors: An analysis based on the Taiwanese Technological Innovation Survey," Research Policy, Elsevier, vol. 38(3), pages 518-526, April.
    49. Dosi, Giovanni, 1988. "Sources, Procedures, and Microeconomic Effects of Innovation," Journal of Economic Literature, American Economic Association, vol. 26(3), pages 1120-1171, September.
    50. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    51. Christoph Grimpe & Ulrich Kaiser, 2010. "Balancing Internal and External Knowledge Acquisition: The Gains and Pains from R&D Outsourcing," Journal of Management Studies, Wiley Blackwell, vol. 47(8), pages 1483-1509, December.
    52. Albert N. Link & Donald S. Siegel & Barry Bozeman, 2007. "An empirical analysis of the propensity of academics to engage in informal university technology transfer ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(4), pages 641-655, August.
    53. Berchicci, Luca, 2013. "Towards an open R&D system: Internal R&D investment, external knowledge acquisition and innovative performance," Research Policy, Elsevier, vol. 42(1), pages 117-127.
    54. Bruno Cassiman & Reinhilde Veugelers, 2006. "In Search of Complementarity in Innovation Strategy: Internal R& D and External Knowledge Acquisition," Management Science, INFORMS, vol. 52(1), pages 68-82, January.
    55. Laursen, Keld & Salter, Ammon J., 2014. "The paradox of openness: Appropriability, external search and collaboration," Research Policy, Elsevier, vol. 43(5), pages 867-878.
    56. Munari, Federico & Toschi, Laura, 2014. "Running ahead in the nanotechnology gold rush. Strategic patenting in emerging technologies," Technological Forecasting and Social Change, Elsevier, vol. 83(C), pages 194-207.
    57. Arora, Ashish & Gambardella, Alfonso, 1990. "Complementarity and External Linkages: The Strategies of the Large Firms in Biotechnology," Journal of Industrial Economics, Wiley Blackwell, vol. 38(4), pages 361-379, June.
    58. Frank T. Rothaermel & Maria Tereza Alexandre, 2009. "Ambidexterity in Technology Sourcing: The Moderating Role of Absorptive Capacity," Organization Science, INFORMS, vol. 20(4), pages 759-780, August.
    59. Forsman, Helena, 2011. "Innovation capacity and innovation development in small enterprises. A comparison between the manufacturing and service sectors," Research Policy, Elsevier, vol. 40(5), pages 739-750, June.
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    More about this item

    Keywords

    Open innovation; High novelty Innovation; Extramural R&D; Scientific sources of knowledge; High-novelty products; Low-novelty products;
    All these keywords.

    JEL classification:

    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • L80 - Industrial Organization - - Industry Studies: Services - - - General
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O36 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Open Innovation

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