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MNCs’ offshore R&D networks in host country's regional innovation system: The case of Taiwan-based firms in China

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  • Liu, Meng-chun
  • Chen, Shin-Horng

Abstract

China has become a hot spot of R&D internationalization and a growing number of Taiwan-based firms have indeed set up R&D units in China. Taking into account China's substantial regional variations in economic development, innovation capacity, and knowledge productivity, such notions as regional innovation system (RIS) and local innovative milieu may become more relevant to the study on relationships between China and its inward R&D internationalization. Therefore, the key issue for this paper is what locational advantages of an RIS within a host country affect the network linkages and networking strategy of multinational corporations’ (MNCs’) offshore R&D units. The paper aims to enrich the current understanding of R&D internationalization in several ways. First, the paper attempts to examine the R&D networking underlying R&D internationalization by Taiwan-based firms in China, with particular reference to the sub-national level inside China. Second, the paper tries to establish a link between the literature of R&D internationalization and that of RIS, with a modified version of Dunning's eclectic paradigm. Efforts are made to map the relationship between foreign subsidiaries’ local R&D networks and their host RISs inside China. Third, the paper takes advantage of a government databank to adopt a quantitative approach, the Seemingly Unrelated Bivariate Probit Regression model, with foreign subsidiaries as the unit of analysis, to highlight the role played by some aspects of the RIS in determining the local R&D networking of Taiwanese subsidiaries in China. Our evident shows that MNCs’ offshore R&D units that purse home-based technology exploitation strategy, the mainstream strategy regarding the developing host country, tend to be located in a host region with a strong knowledge application and exploitation subsystem, while an RIS with a strong knowledge generation and diffusion subsystem, within such a developing country as China, may induce MNCs’ local R&D units to pursue home-base technology augmenting strategy. On balance, not only the location choice but also the local R&D linkages of MNCs’ offshore subsidiaries are related to appropriate fits between the RIS and the subsidiaries’ innovation network inside the host country.

Suggested Citation

  • Liu, Meng-chun & Chen, Shin-Horng, 2012. "MNCs’ offshore R&D networks in host country's regional innovation system: The case of Taiwan-based firms in China," Research Policy, Elsevier, vol. 41(6), pages 1107-1120.
    • Handle: RePEc:eee:respol:v:41:y:2012:i:6:p:1107-1120
    DOI: 10.1016/j.respol.2012.03.016
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    as
    1. Dieter Ernst, 2002. "Global production networks and the changing geography of innovation systems. Implications for developing countries," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 11(6), pages 497-523.
    2. Homin Chen & Tain-Jy Chen, 1998. "Network Linkages and Location Choice in Foreign Direct Investment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 29(3), pages 445-467, September.
    3. Kazuhiro Asakawa & Ashok Som, 2008. "Internationalization of R&D in China and India: Conventional wisdom versus reality," Asia Pacific Journal of Management, Springer, vol. 25(3), pages 375-394, September.
    4. Lopez, Alberto, 2008. "Determinants of R&D cooperation: Evidence from Spanish manufacturing firms," International Journal of Industrial Organization, Elsevier, vol. 26(1), pages 113-136, January.
    5. Susan E. Feinberg & Anil K. Gupta, 2004. "Knowledge spillovers and the assignment of R&D responsibilities to foreign subsidiaries," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 823-845, August.
    6. Jonathan Brookfield & Ren-Jye Liu, 2005. "The Internationalization of a Production Network and the Replication Dilemma: Building Supplier Networks in Mainland China," Asia Pacific Journal of Management, Springer, vol. 22(4), pages 355-380, December.
    7. 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.
    8. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    9. Fors, Gunnar & Zejan, Mario, 1996. "Overseas R&D by Multinationals in foreign Centers of Excellence," SSE/EFI Working Paper Series in Economics and Finance 111, Stockholm School of Economics.
    10. Kuemmerle, Walter, 1999. "Foreign direct investment in industrial research in the pharmaceutical and electronics industries--results from a survey of multinational firms," Research Policy, Elsevier, vol. 28(2-3), pages 179-193, March.
    11. John Cantwell & Simona Iammarino, 1998. "MNCs, Technological Innovation and Regional Systems in the EU: Some Evidence in the Italian Case," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 5(3), pages 383-408.
    12. von Zedtwitz, Maximilian & Gassmann, Oliver, 2002. "Market versus technology drive in R&D internationalization: four different patterns of managing research and development," Research Policy, Elsevier, vol. 31(4), pages 569-588, May.
    13. Shige Makino & Chung-Ming Lau & Rhy-Song Yeh, 2002. "Asset-Exploitation Versus Asset-Seeking: Implications for Location Choice of Foreign Direct Investment from Newly Industrialized Economies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(3), pages 403-421, September.
    14. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    15. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    16. Maarten Cornet & Marieke Rensman, 2001. "The location of R&D in the Netherlands: trends, determinants and policy," CPB Document 14, CPB Netherlands Bureau for Economic Policy Analysis.
    17. 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.
    18. Asheim, Bjorn T & Isaksen, Arne, 2002. "Regional Innovation Systems: The Integration of Local 'Sticky' and Global 'Ubiquitous' Knowledge," The Journal of Technology Transfer, Springer, vol. 27(1), pages 77-86, January.
    19. Asakawa, Kazuhiro, 2001. "Organizational tension in international R&D management: the case of Japanese firms," Research Policy, Elsevier, vol. 30(5), pages 735-757, May.
    20. Bas, Christian Le & Sierra, Christophe, 2002. "'Location versus home country advantages' in R&D activities: some further results on multinationals' locational strategies," Research Policy, Elsevier, vol. 31(4), pages 589-609, May.
    21. Brezis, Elise S & Krugman, Paul R & Tsiddon, Daniel, 1993. "Leapfrogging in International Competition: A Theory of Cycles in National Technological Leadership," American Economic Review, American Economic Association, vol. 83(5), pages 1211-1219, December.
    22. Chen, Shin-Horng, 2004. "Taiwanese IT firms' offshore R&D in China and the connection with the global innovation network," Research Policy, Elsevier, vol. 33(2), pages 337-349, March.
    23. Gomes-Casseres, Benjamin, 1989. "Ownership structures of foreign subsidiaries : Theory and evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 11(1), pages 1-25, January.
    24. Becker, Wolfgang & Dietz, Jurgen, 2004. "R&D cooperation and innovation activities of firms--evidence for the German manufacturing industry," Research Policy, Elsevier, vol. 33(2), pages 209-223, March.
    25. Zander, Ivo, 1999. "How do you mean 'global'? An empirical investigation of innovation networks in the multinational corporation," Research Policy, Elsevier, vol. 28(2-3), pages 195-213, March.
    26. Patel, Pari & Vega, Modesto, 1999. "Patterns of internationalisation of corporate technology: location vs. home country advantages1," Research Policy, Elsevier, vol. 28(2-3), pages 145-155, March.
    27. Paul Almeida & Anupama Phene, 2004. "Subsidiaries and knowledge creation: the influence of the MNC and host country on innovation," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 847-864, August.
    28. GUAN, Jian Cheng & YAM, Richard C.M. & Tang, Esther P.Y. & Lau, Antonio K.W., 2009. "Innovation strategy and performance during economic transition: Evidences in Beijing, China," Research Policy, Elsevier, vol. 38(5), pages 802-812, June.
    29. Li, Xibao, 2009. "China's regional innovation capacity in transition: An empirical approach," Research Policy, Elsevier, vol. 38(2), pages 338-357, March.
    30. Jiancheng Guan & Kaihua Chen, 2010. "Modeling macro-R&D production frontier performance: an application to Chinese province-level R&D," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(1), pages 165-173, January.
    31. Yun-Chung Chen, 2008. "Why Do Multinational Corporations Locate Their Advanced R&D Centres in Beijing?," Journal of Development Studies, Taylor & Francis Journals, vol. 44(5), pages 622-644.
    32. Takatoshi Ito & Andrew K. Rose, 2005. "International Trade in East Asia," NBER Books, National Bureau of Economic Research, Inc, number ito_05-1.
    33. Narula, Rajneesh, 2000. "Explaining 'Inertia' in R&D internationalisation: Norwegian firms and the role of home country-effects," Research Memorandum 021, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    34. Cantwell, John & Janne, Odile, 1999. "Technological globalisation and innovative centres: the role of corporate technological leadership and locational hierarchy1," Research Policy, Elsevier, vol. 28(2-3), pages 119-144, March.
    35. Ito, Takatoshi & Rose, Andrew K. (ed.), 2005. "International Trade in East Asia," National Bureau of Economic Research Books, University of Chicago Press, number 9780226378961.
    36. Javier Revilla Diez & Martin Berger, 2005. "The Role of Multinational Corporations in Metropolitan Innovation Systems: Empirical Evidence from Europe and Southeast Asia," Environment and Planning A, , vol. 37(10), pages 1813-1835, October.
    37. 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.
    38. Kumar, Nagesh, 2001. "Determinants of location of overseas R&D activity of multinational enterprises: the case of US and Japanese corporations1," Research Policy, Elsevier, vol. 30(1), pages 159-174, January.
    39. Kaihua Chen & Jiancheng Guan, 2012. "Measuring the Efficiency of China's Regional Innovation Systems: Application of Network Data Envelopment Analysis (DEA)," Regional Studies, Taylor & Francis Journals, vol. 46(3), pages 355-377, April.
    40. Kazuyuki Motohashi, 2006. "R&D of Multinationals in China: Structure, Motivations and Regional Difference," Discussion papers 06005, Research Institute of Economy, Trade and Industry (RIETI).
    41. Maarten Cornet & Marieke Rensman, 2001. "The location of R&D in the Netherlands: trends, determinants and policy," CPB Document 14.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    42. Kazuyuki Motohashi, 2010. "R&D Activities of Manufacturing Multinationals in China: Structure, Motivations and Regional Differences," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 18(6), pages 56-72, November.
    43. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    44. Cooke, Philip, 2001. "Regional Innovation Systems, Clusters, and the Knowledge Economy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 945-974, December.
    45. Shin-Horng Chen & Meng-Chun Liu, 2005. "International R&D Deployment and Locational Advantage of Developing Countries: A Case Study of Taiwan," NBER Chapters, in: International Trade in East Asia, pages 81-108, National Bureau of Economic Research, Inc.
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