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Technological cooperation, R&D outsourcing, and innovation performance at the firm level: The role of the regional context

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  • Tojeiro-Rivero, Damián
  • Moreno, Rosina

Abstract

Much has been said about the role that technological networking activities play on the innovative performance of firms, but little is known about how the regional context influences the efficiency of such networking activities. In this paper we hypothesize that the transformation of firms’ networking activities into innovation may vary depending on the regional environment in which the firm is located. For Spanish manufactures in the period 2000-12 and through the use of a multilevel framework, we obtain that after controlling for the firm’s characteristics, the regional context has not only a direct effect on firms’ innovation performance, but it also conditions the returns to firms’ networking activities, although differently in the case of cooperation and outsourcing. Cooperating in innovation activities is more beneficial for those firms located in a knowledge intensive region, whereas R&D outsourcing seems to be more profitable for firms in regions with a low knowledge pool.

Suggested Citation

  • Tojeiro-Rivero, Damián & Moreno, Rosina, 2019. "Technological cooperation, R&D outsourcing, and innovation performance at the firm level: The role of the regional context," Research Policy, Elsevier, vol. 48(7), pages 1798-1808.
    • Handle: RePEc:eee:respol:v:48:y:2019:i:7:p:1798-1808
    DOI: 10.1016/j.respol.2019.04.006
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Martin Srholec, 2015. "Understanding the diversity of cooperation on innovation across countries: multilevel evidence from Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(1-2), pages 159-182, March.
    3. Mairesse, Jacques & Mohnen, Pierre, 2010. "Using Innovation Surveys for Econometric Analysis," 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 1129-1155, Elsevier.
    4. David Keeble & Frank Wilkinson, 1999. "Collective Learning and Knowledge Development in the Evolution of Regional Clusters of High Technology SMEs in Europe," Regional Studies, Taylor & Francis Journals, vol. 33(4), pages 295-303.
    5. Cooke, Philip & Gomez Uranga, Mikel & Etxebarria, Goio, 1997. "Regional innovation systems: Institutional and organisational dimensions," Research Policy, Elsevier, vol. 26(4-5), pages 475-491, December.
    6. Hagedoorn, John & Cloodt, Myriam, 2003. "Measuring innovative performance: is there an advantage in using multiple indicators?," Research Policy, Elsevier, vol. 32(8), pages 1365-1379, September.
    7. Feldman, Maryann P. & Audretsch, David B., 1999. "Innovation in cities:: Science-based diversity, specialization and localized competition," European Economic Review, Elsevier, vol. 43(2), pages 409-429, February.
    8. Hoekman, Jarno & Frenken, Koen & Tijssen, Robert J.W., 2010. "Research collaboration at a distance: Changing spatial patterns of scientific collaboration within Europe," Research Policy, Elsevier, vol. 39(5), pages 662-673, June.
    9. Bell, Andrew & Jones, Kelvyn, 2015. "Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data," Political Science Research and Methods, Cambridge University Press, vol. 3(1), pages 133-153, January.
    10. Markus Grillitsch & Magnus Nilsson, 2017. "Firm performance in the periphery: on the relation between firm-internal knowledge and local knowledge spillovers," Regional Studies, Taylor & Francis Journals, vol. 51(8), pages 1219-1231, August.
    11. Maskell, Peter & Malmberg, Anders, 1999. "Localised Learning and Industrial Competitiveness," Cambridge Journal of Economics, Oxford University Press, vol. 23(2), pages 167-185, March.
    12. Anders Malmberg & Peter Maskell, 2006. "Localized Learning Revisited," Growth and Change, Wiley Blackwell, vol. 37(1), pages 1-18, March.
    13. Jaider Vega-Jurado & Antonio Gutiérrez-Gracia & Ignacio Fernández-de-Lucio, 2009. "Does external knowledge sourcing matter for innovation? Evidence from the Spanish manufacturing industry," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 18(4), pages 637-670, August.
    14. Manuel Acosta & Daniel Coronado & Esther Ferrándiz & M. Dolores León, 2011. "Factors affecting inter-regional academic scientific collaboration within Europe: the role of economic distance," Scientometrics, Springer;Akadémiai Kiadó, vol. 87(1), pages 63-74, April.
    15. Sophia Rabe-Hesketh & Anders Skrondal, 2012. "Multilevel and Longitudinal Modeling Using Stata, 3rd Edition," Stata Press books, StataCorp LP, edition 3, number mimus2, March.
    16. Amber Naz & Annekatrin Niebuhr & Jan Peters, 2015. "What’s behind the disparities in firm innovation rates across regions? Evidence on composition and context effects," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 55(1), pages 131-156, October.
    17. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    18. Olivier Bertrand & Michael J. Mol, 2013. "The antecedents and innovation effects of domestic and offshore R&D outsourcing: The contingent impact of cognitive distance and absorptive capacity," Strategic Management Journal, Wiley Blackwell, vol. 34(6), pages 751-760, June.
    19. Anupama Phene & Stephen Tallman, 2014. "Knowledge Spillovers and Alliance Formation," Journal of Management Studies, Wiley Blackwell, vol. 51(7), pages 1058-1090, November.
    20. Philip McCann & Raquel Ortega-Argil�s, 2015. "Smart Specialization, Regional Growth and Applications to European Union Cohesion Policy," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1291-1302, August.
    21. Allen J. Scott & Michael Storper, 2007. "Regions, Globalization, Development," Regional Studies, Taylor & Francis Journals, vol. 41(sup1), pages 191-205.
    22. Georgios Efthyvoulou & Priit Vahter, 2016. "Financial Constraints, Innovation Performance and Sectoral Disaggregation," Manchester School, University of Manchester, vol. 84(2), pages 125-158, March.
    23. María Jesús Nieto & Alicia Rodríguez, 2011. "Offshoring of R&D: Looking abroad to improve innovation performance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(3), pages 345-361, April.
    24. Love, James H. & Roper, Stephen, 2001. "Location and network effects on innovation success: evidence for UK, German and Irish manufacturing plants," Research Policy, Elsevier, vol. 30(4), pages 643-661, April.
    25. 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 630-640, June.
    26. Frank G. van Oort & Martijn J. Burger & Joris Knoben & Otto Raspe, 2012. "Multilevel Approaches And The Firm-Agglomeration Ambiguity In Economic Growth Studies," Journal of Economic Surveys, Wiley Blackwell, vol. 26(3), pages 468-491, July.
    27. David B. Audretsch & Dirk Dohse, 2007. "Location: A Neglected Determinant of Firm Growth," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 143(1), pages 79-107, April.
    28. Giovanni Peri, 2005. "Determinants of Knowledge Flows and Their Effect on Innovation," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 308-322, May.
    29. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    30. Daniel Stegmueller, 2013. "How Many Countries for Multilevel Modeling? A Comparison of Frequentist and Bayesian Approaches," American Journal of Political Science, John Wiley & Sons, vol. 57(3), pages 748-761, July.
    31. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    32. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
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