IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-03840316.html
   My bibliography  Save this paper

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

Author

Listed:
  • Patricia Laurens

    (LISIS - Laboratoire Interdisciplinaire Sciences, Innovations, Sociétés - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement - Université Gustave Eiffel)

  • Pierluigi Toma

    (Università del Salento = University of Salento [Lecce])

  • Antoine Schoen

    (LISIS - Laboratoire Interdisciplinaire Sciences, Innovations, Sociétés - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement - Université Gustave Eiffel)

  • Cinzia Daraio

    (Sapienza University of Rome - Department of Informatics and System Sciences - UNIROMA - Università degli Studi di Roma "La Sapienza" = Sapienza University [Rome])

  • Philippe Larédo

    (LISIS - Laboratoire Interdisciplinaire Sciences, Innovations, Sociétés - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement - Université Gustave Eiffel, University of Manchester [Manchester])

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, 2022. "How does Internationalisation affect the productivity of R&D activities in large innovative firms? A conditional nonparametric investigation," Post-Print hal-03840316, HAL.
    • Handle: RePEc:hal:journl:hal-03840316
    DOI: 10.1007/s11135-022-01391-z
    Note: View the original document on HAL open archive server: https://hal.science/hal-03840316
    as

    Download full text from publisher

    File URL: https://hal.science/hal-03840316/document
    Download Restriction: no
    File URL: https://libkey.io/10.1007/s11135-022-01391-z?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Chang, Shao-Chi & Wang, Chi-Feng, 2007. "The effect of product diversification strategies on the relationship between international diversification and firm performance," Journal of World Business, Elsevier, vol. 42(1), pages 61-79, March.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Castellani, Davide & Montresor, Sandro & Schubert, Torben & Vezzani, Antonio, 2017. "Multinationality, R&D and productivity: Evidence from the top R&D investors worldwide," International Business Review, Elsevier, vol. 26(3), pages 405-416.
    8. 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.
    9. Dachs, Bernhard, 2017. "Internationalisation of R&D: A Review of Drivers, Impacts, and new Lines of Research," MPRA Paper 83367, University Library of Munich, Germany.
    10. 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.
    11. 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).
    12. von Zedtwitz, Maximilian & Gassmann, Oliver & Boutellier, Roman, 2004. "Organizing global R&D: challenges and dilemmas," Journal of International Management, Elsevier, vol. 10(1), pages 21-49.
    13. 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.
    14. 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.
    15. 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.
    16. Alonso-Martínez, Daniel, 2018. "Social progress and international patent collaboration," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 169-177.
    17. 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.
    18. Athukorala, Prema-chandra & Kohpaiboon, Archanun, 2010. "Globalization of R&D by US-based multinational enterprises," Research Policy, Elsevier, vol. 39(10), pages 1335-1347, December.
    19. Marina Papanastassiou & Robert Pearce, 2009. "The Strategic Development of Multinationals," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-25048-2.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. Picci, Lucio, 2010. "The internationalization of inventive activity: A gravity model using patent data," Research Policy, Elsevier, vol. 39(8), pages 1070-1081, October.
    25. Singh, Jasjit, 2008. "Distributed R&D, cross-regional knowledge integration and quality of innovative output," Research Policy, Elsevier, vol. 37(1), pages 77-96, February.
    26. Hsu, Chia-Wen & Lien, Yung-Chih & Chen, Homin, 2015. "R&D internationalization and innovation performance," International Business Review, Elsevier, vol. 24(2), pages 187-195.
    27. 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.
    28. 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.
    29. 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.
    30. Chen, Chung-Jen & Huang, Yi-Fen & Lin, Bou-Wen, 2012. "How firms innovate through R&D internationalization? An S-curve hypothesis," Research Policy, Elsevier, vol. 41(9), pages 1544-1554.
    31. 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.
    32. 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.
    33. Joan Penner‐Hahn & J. Myles Shaver, 2005. "Does international research and development increase patent output? An analysis of Japanese pharmaceutical firms," Strategic Management Journal, Wiley Blackwell, vol. 26(2), pages 121-140, February.
    34. 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.
    35. 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.
    36. Peter Neuhäusler & Rainer Frietsch & Carolin Mund & Verena Eckl, 2017. "Identifying the Technology Profiles of R&D Performing Firms — A Matching of R&D and Patent Data," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 14(01), pages 1-30, February.
    37. Sidhu, Jatinder S. & Volberda, Henk W., 2011. "Coordination of globally distributed teams: A co-evolution perspective on offshoring," International Business Review, Elsevier, vol. 20(3), pages 278-290, June.
    38. Snehal Awate & Marcus M Larsen & Ram Mudambi, 2015. "Accessing vs sourcing knowledge: A comparative study of R&D internationalization between emerging and advanced economy firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 46(1), pages 63-86, January.
    39. Laurens, Patricia & Le Bas, Christian & Schoen, Antoine & Villard, Lionel & Larédo, Philippe, 2015. "The rate and motives of the internationalisation of large firm R&D (1994–2005): Towards a turning point?," Research Policy, Elsevier, vol. 44(3), pages 765-776.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Marina Papanastassiou & Robert Pearce & Antonello Zanfei, 2020. "Changing perspectives on the internationalization of R&D and innovation by multinational enterprises: A review of the literature," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 51(4), pages 623-664, June.
    3. Vrontis, Demetris & Christofi, Michael, 2021. "R&D internationalization and innovation: A systematic review, integrative framework and future research directions," Journal of Business Research, Elsevier, vol. 128(C), pages 812-823.
    4. Andrea Coveri & Antonello Zanfei, 2023. "Who wins the race for knowledge-based competitiveness? Comparing European and North American FDI patterns," The Journal of Technology Transfer, Springer, vol. 48(1), pages 292-330, February.
    5. Sommer, Daniel & Bhandari, Krishna Raj, 2022. "Internationalization of R&D and Innovation Performance in the Pharma Industry," Journal of International Management, Elsevier, vol. 28(3).
    6. Belderbos, René & Leten, Bart & Suzuki, Shinya, 2023. "International R&D and MNCs' innovation performance: An integrated approach," Journal of International Management, Elsevier, vol. 29(6).
    7. Zhai, Zhe & Ghosal, Vivek, 2022. "Internationalization of innovation and firm performance in the pharmaceutical industry," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 882-905.
    8. Hurtado-Torres, Nuria E. & Aragón-Correa, J. Alberto & Ortiz-de-Mandojana, Natalia, 2018. "How does R&D internationalization in multinational firms affect their innovative performance? The moderating role of international collaboration in the energy industry," International Business Review, Elsevier, vol. 27(3), pages 514-527.
    9. René Belderbos & Bart Leten & Shinya Suzuki, 2017. "Scientific research, firm heterogeneity, and foreign R&D locations of multinational firms," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 26(3), pages 691-711, September.
    10. René Belderbos & Boris Lokshin & Bert Sadowski, 2015. "The returns to foreign R&D," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 46(4), pages 491-504, May.
    11. Zhong, Xi & Chen, Weihong & Ren, Ge, 2022. "The effects of performance shortfalls on firms’ exploitation and exploration R&D internationalization decisions: Does industry environmental matter?," Technovation, Elsevier, vol. 112(C).
    12. Dachs, Bernhard, 2017. "Internationalisation of R&D: A Review of Drivers, Impacts, and new Lines of Research," MPRA Paper 83367, University Library of Munich, Germany.
    13. Mashiho Mihalache & Oli Mihalache & Jan Ende, 2021. "International Diversification and MNE Innovativeness: A Contingency Perspective of Foreign Subsidiary Portfolio Characteristics," Management International Review, Springer, vol. 61(6), pages 769-798, December.
    14. Jaana Rahko, 2016. "Internationalization of corporate R&D activities and innovation performance," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(6), pages 1019-1038.
    15. Liu, Yang, 2019. "The Processes of New Product Development Recentralization towards a Transnational Emphasis in Multinational Corporations," Journal of International Management, Elsevier, vol. 25(1), pages 19-36.
    16. Belderbos, Rene & Leten, Bart & Suzuki, Shinya, 2009. "Does Excellence in Academic Research Attract Foreign R&D?," MERIT Working Papers 2009-066, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    17. Hung, Tung Min & Contractor, Farok & Lo, Yi-Ju, 2022. "Manage the value and liability of offshoring innovation," International Business Review, Elsevier, vol. 31(2).
    18. Sasa Ding & Frank McDonald & Yingqi Wei, 2021. "Is Internationalization Beneficial to Innovation? Evidence from a Meta-analysis," Management International Review, Springer, vol. 61(4), pages 469-519, August.
    19. Tang, Chunhui & Tang, Yaojia & Su, Shengwei, 2019. "R&D internationalization, product diversification and international performance for emerging market enterprises: An empirical study on Chinese enterprises," European Management Journal, Elsevier, vol. 37(4), pages 529-539.
    20. René Belderbos & Leo Sleuwaegen & Reinhilde Veugelers, 2010. "Market Integration and Technological Leadership in Europe," European Economy - Economic Papers 2008 - 2015 403, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.

    More about this item

    Keywords

    R&D productivity; Multinationality; Conditional efficiency; Patents; DEA modelling; multinationality; conditional efficiency; patents; DEA modelling JEL classification O32; F23; L25; C44;
    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hal:journl:hal-03840316. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.