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How does Internationalisation affect the productivity of R&D activities in large innovative firms? A conditional nonparametric investigation

Author

Listed:
  • Patricia Laurens

    (LISIS, Univ Gustave Eiffel, ESIEE Paris, CNRS, INRAE)

  • Pierluigi Toma

    (University of Salento)

  • Antoine Schoen

    (LISIS, Univ Gustave Eiffel, ESIEE Paris, CNRS, INRAE)

  • Cinzia Daraio

    (Sapienza University of Rome)

  • Philippe Larédo

    (LISIS, Univ Gustave Eiffel, ESIEE Paris, CNRS, INRAE
    University of Manchester, AMBS, Manchester Institute of innovation Research)

Abstract

This work explores the relationship between multinational R&D and innovation productivity among top corporate knowledge and R&D producers by adopting a twofold concept of internationalisation: (1) the firm’s degree of R&D internationalisation, and (2) the firm’s geographic diversification. We model the patent production process with an appropriate and robust conditional Data Envelopment Analysis (DEA) estimator, using a unique database of firms that matches financial indicators and patent information. Our results reinforce the fundamental role of internationalisation in the knowledge production process when the internationalisation process is properly and strategically managed. We interpret our empirical evidence through the theoretical lens of the learning theory of internationalisation, and we postulate that a high R&D intensity is a key driver to overcoming the challenges of internationalisation.

Suggested Citation

  • Patricia Laurens & Pierluigi Toma & Antoine Schoen & Cinzia Daraio & Philippe Larédo, 2023. "How does Internationalisation affect the productivity of R&D activities in large innovative firms? A conditional nonparametric investigation," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(2), pages 1079-1100, April.
    • Handle: RePEc:spr:qualqt:v:57:y:2023:i:2:d:10.1007_s11135-022-01391-z
    DOI: 10.1007/s11135-022-01391-z
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    References listed on IDEAS

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    1. Walter Kuemmerle, 1999. "The Drivers of Foreign Direct Investment into Research and Development: An Empirical Investigation," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 30(1), pages 1-24, March.
    2. Verbeke, Alain & Brugman, Paul, 2009. "Triple-testing the quality of multinationality-performance research: An internalization theory perspective," International Business Review, Elsevier, vol. 18(3), pages 265-275, June.
    3. John Van Reenen & Rupert Harrison & Rachel Griffith, 2006. "How Special Is the Special Relationship? Using the Impact of U.S. R&D Spillovers on U.K. Firms as a Test of Technology Sourcing," American Economic Review, American Economic Association, vol. 96(5), pages 1859-1875, December.
    4. Crescenzi, Riccardo & Gagliardi, Luisa, 2018. "The innovative performance of firms in heterogeneous environments: The interplay between external knowledge and internal absorptive capacities," Research Policy, Elsevier, vol. 47(4), pages 782-795.
    5. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, September.
    6. Deepa Mani & Kannan Srikanth & Anandhi Bharadwaj, 2014. "Efficacy of R&D Work in Offshore Captive Centers: An Empirical Study of Task Characteristics, Coordination Mechanisms, and Performance," Information Systems Research, INFORMS, vol. 25(4), pages 846-864, December.
    7. Masaaki Kotabe & Srini S Srinivasan & Preet S Aulakh, 2002. "Multinationality and Firm Performance: The Moderating Role of R&D and Marketing Capabilities," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(1), pages 79-97, March.
    8. Mol, Michael J. & Pauwels, Pieter & Matthyssens, Paul & Quintens, Lieven, 2004. "A technological contingency perspective on the depth and scope of international outsourcing," Journal of International Management, Elsevier, vol. 10(2), pages 287-305.
    9. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2019. "A bootstrap approach for bandwidth selection in estimating conditional efficiency measures," European Journal of Operational Research, Elsevier, vol. 277(2), pages 784-797.
    10. Ambos, Bjorn, 2005. "Foreign direct investment in industrial research and development: A study of German MNCs," Research Policy, Elsevier, vol. 34(4), pages 395-410, May.
    11. ., 2008. "The Role of the Internet in Explaining Innovation Performance," Chapters, in: Industrial Innovation and Firm Performance, chapter 11, pages 190-205, Edward Elgar Publishing.
    12. Ron Boschma, 2005. "Editorial: Role of Proximity in Interaction and Performance: Conceptual and Empirical Challenges," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 41-45.
    13. repec:bla:jomstd:v:47:y:2010:i:s2:p:1417-1433 is not listed on IDEAS
    14. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    15. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    16. Dietmar Harhoff & Elisabeth Mueller & John Van Reenen, 2014. "What are the Channels for Technology Sourcing? Panel Data Evidence from German Companies," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 23(1), pages 204-224, March.
    17. Picci, Lucio, 2010. "The internationalization of inventive activity: A gravity model using patent data," Research Policy, Elsevier, vol. 39(8), pages 1070-1081, October.
    18. Kafouros, Marios & Love, James H & Ganotakis, Panagiotis & Konara, Palitha, 2020. "Experience in R&D collaborations, innovative performance and the moderating effect of different dimensions of absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    19. Beugelsdijk, Sjoerd & Jindra, Björn, 2018. "Product innovation and decision-making autonomy in subsidiaries of multinational companies," Journal of World Business, Elsevier, vol. 53(4), pages 529-539.
    20. Snehal Awate & Ram Mudambi, 2018. "On the geography of emerging industry technological networks: the breadth and depth of patented innovations," Journal of Economic Geography, Oxford University Press, vol. 18(2), pages 391-419.
    21. Robert Pearce & Marina Papanastassiou, 2009. "Subsidiaries, Innovation and the Strategic Development of Multinationals," Palgrave Macmillan Books, in: The Strategic Development of Multinationals, chapter 1, pages 1-20, Palgrave Macmillan.
    22. Alonso-Martínez, Daniel, 2018. "Social progress and international patent collaboration," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 169-177.
    23. Marina Papanastassiou & Robert Pearce, 2009. "The Strategic Development of Multinationals," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-25048-2, October.
    24. Steinberg, Philip J. & Procher, Vivien D. & Urbig, Diemo, 2017. "Too much or too little of R&D offshoring: The impact of captive offshoring and contract offshoring on innovation performance," Research Policy, Elsevier, vol. 46(10), pages 1810-1823.
    25. Bernhard Dachs & Andreas Pyka, 2010. "What drives the internationalisation of innovation? Evidence from European patent data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(1), pages 71-86.
    26. Añón Higón, Dolores & Manjón Antolín, Miguel, 2012. "Multinationality, foreignness and institutional distance in the relation between R&D and productivity," Research Policy, Elsevier, vol. 41(3), pages 592-601.
    27. Petros Gkotsis & Antonio Vezzani, 2019. "Heterogeneity of technology-specific R&D investments. Evidence from top R&D investors worldwide," JRC Working Papers on Corporate R&D and Innovation 2018-04, Joint Research Centre.
    28. Paola Criscuolo & Rajneesh Narula & Bart Verspagen, 2005. "Role of home and host country innovation systems in r&d internationalisation: a patent citation analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(5), pages 417-433.
    29. Kenneth G Huang & Jiatao Li, 2019. "Adopting knowledge from reverse innovations? Transnational patents and signaling from an emerging economy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(7), pages 1078-1102, September.
    30. Belderbos, Rene, 2001. "Overseas innovations by Japanese firms: an analysis of patent and subsidiary data," Research Policy, Elsevier, vol. 30(2), pages 313-332, February.
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    More about this item

    Keywords

    R&D productivity; Multinationality; Conditional efficiency; Patents; DEA modelling;
    All these keywords.

    JEL classification:

    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • C44 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Operations Research; Statistical Decision Theory

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