Additionality or opportunism: Do host-country R&D subsidies impact innovation in foreign MNC subsidiaries?
Tóm tắt
Host-country policies shape the incentives and opportunities of MNC subsidiaries to innovate. However, prior research largely ignores the agency of foreign MNC subsidiaries receiving government R&D subsidies from their host countries. Subsidiaries may increase R&D investments and innovation outputs as intended by governments or merely accept the additional funds while continuing R&D programs that they would have undertaken anyway. In this exploratory study, we investigate whether R&D subsidies trigger additional input, output, and behavioral innovation effects in foreign MNC subsidiaries. Based on longitudinal data from Germany, we find that foreign MNC subsidiaries increase their R&D investments more than comparable domestic firms in response to an R&D subsidy. Moreover, MNC subsidiaries experience comparatively stronger effects in innovation performance from subsidy-induced R&D. However, subsidies also shift attention away from the subsidiaries’ original R&D activities. We interpret our findings by integrating theory from subsidy additionality literature into models of MNC subsidiary innovation. Our findings have implications for both MNC subsidiaries and policymakers who seek to attract foreign R&D investment in a host country.
Tài liệu tham khảo
Aerts, K., & Schmidt, T. 2008. Two for the price of one?: Additionality effects of R&D subsidies: A comparison between Flanders and Germany. Research Policy, 37(5): 806–822.
Aitken, B. J., & Harrison, A. E. 1999. Do domestic firms benefit from direct foreign investment? American Economic Review, 89(3): 605–618.
Alcacer, J., & Chung, W. 2007. Location strategies and knowledge spillovers. Management Science, 53(5): 760–776.
Alkemade, F., Heimeriks, G., Schoen, A., Villard, L., & Laurens, P. 2015. Tracking the internationalization of multinational corporate inventive activity: National and sectoral characteristics. Research Policy, 44(9): 1763–1772.
Andersson, U., Forsgren, M., & Holm, U. 2001. Subsidiary embeddedness, expected performance and competence development in MNCS: A multilevel analysis. Organization Studies, 22(6): 1013–1034.
Anton, J. J., & Yao, D. A. 2004. Little patents and big secrets: Managing intellectual property. RAND Journal of Economics. https://doi.org/10.2307/1593727.
Arrow, K. J. 1962. Economic welfare and the allocation of resources for invention. In R. R. Nelson (Ed.), The rate and direction of inventive activity: Economic and social factors. (pp. 609–625). Princeton, NJ: Princeton University Press.
Arundel, A., & Kabla, I. 1998. What percentage of innovations are patented? Empirical estimates for European firms. Research Policy, 27: 127–141.
Asakawa, K. 1996. External-internal linkages and overseas autonomy-control tension: The management dilemma of Japanese R&D in Europe. IEEE Transactions on Engineering Management, 43(1): 24–32.
Bäck, I., & Kohtamäki, M. 2016. Joint Learning in Innovative R&D collaboration. Industry and innovation, 32(1): 62–86.
Becker, B. 2015. Public R&D policies and private R&D investment: A survey of the empirical evidence. Journal of Economic Surveys, 29: 917–942.
Becker, B., Driffield, N., Lancheros, S., & Love, J. H. 2020. FDI in hot labour markets: The implications of the war for talent. Journal of International Business Policy, 3(2): 107–133.
Belderbos, R., & Grimpe, C. 2020. Learning In Foreign And Domestic Value chains: The role of opportunities and capabilities. Industrial and Corporate Change, forthcoming.
Belderbos, R., Lokshin, B., & Sadowski, B. 2015. The Returns to foreign R&D. Journal of International Business Studies, 46(4): 491–504.
Bettis, R., Gambardella, A., Helfat, C., & Mitchell, W. 2014. Quantitative empirical analysis in strategic management. Strategic Management Journal, 35(7): 949–953.
Birhanu, A. G., Gambardella, A., & Valentini, G. 2016. Bribery and investment: Firm-level evidence from Africa and Latin America. Strategic Management Journal, 37(9): 1865–1877.
Birkinshaw, J., & Hood, N. 1998. Multinational subsidiary evolution: Capability and charter change in foreign-owned subsidiary companies. Academy of Management Review, 23(4): 773–795.
Blanes, J. V., & Busom, I. 2004. Who participates in R&D subsidy programs? Research Policy, 33(10): 1459–1476.
Blomkvist, K., Kappen, P., & Zander, I. 2010. Quo Vadis? The entry into new technologies in advanced foreign subsidiaries of the multinational enterprise. Journal of International Business Studies, 41(9): 1525–1549.
Blundell, R., Griffith, R., & Reenen, J. V. 1995. Dynamic count data models of technological innovation. Economic Journal, 105(429): 333–344.
Blundell, R., Griffith, R., & Windmeijer, F. 2002. Individual effects and dynamics in count data models. Journal of Econometrics, 108(1): 113–131.
BMBF. 2016a. Bundesbericht Forschung Und Innovation 2016.
BMBF. 2016b. Forschungs- Und Innovationspolitik Der Länder - Bundesbericht Forschung Und Innovation 2016 – Ergänzungsband 3.
BMBF. 2016c. Forschungsrahmenprogramm Der Bundesregierung Zur It-Sicherheit – Selbstbestimmt Und Sicher in Der Digitalen Welt 2015–2020.
Bond, S., & Van Reenen, J. 2007. Microeconometric models of investment and employment. In J. J. Heckman & E. E. Leamer (Eds.), Handbook of econometrics. (pp. 4417–4498). London: Elsevier.
Bozeman, B. 2000. Technology transfer and public policy: A review of research and theory. Research Policy, 29: 627–655.
Caliendo, M., & Kopeinig, S. 2008. Some practical guidance for the implementation of propensity score matching. Journal of Economic Surveys, 22(1): 31–72.
Cantwell, J. 2017. Innovation and international business. Industry and Innovation, 24(1): 41–60.
Cantwell, J., & Mudambi, R. 2005. MNE competence-creating subsidiary mandates. Strategic Management Journal, 26(12): 1109–1128.
Cassiman, B., & Golovko, E. 2011. Innovation and internationalization through exports. Journal of International Business Studies, 42(1): 56–75.
Castellani, D., Jimenez, A., & Zanfei, A. 2013. How Remote are R&D labs? Distance factors and international innovative activities. Journal of International Business Studies, 44(7): 649–675.
Ceh, B. 2009. A review of knowledge externalities, innovation clusters and regional development. Professional Geographer, 61: 275–277.
Chaminade, C., & Edquist, C. 2008. Rationales for public policy intervention in the innovation process: Systems of innovation approach. In R. Smits, S. Kuhlmann, & P. Shapira (Eds.), The theory and practice of innovation policy. (pp. 95–119). Cheltenham: Edward Elgar.
Chang, S.-J., & Chung, J. 2017. A Quasi-Experimental Approach to the Multinationality-Performance Relationship: An Application to Learning-by-Exporting. Global Strategy Journal, 7(3): 257–285.
Clarysse, B., Wright, M., & Mustar, P. 2009. Behavioural additionality of R&D subsidies: A learning perspective. Research Policy, 38(10): 1517–1533.
Connelly, B. L., Certo, S. T., Ireland, R. D., & Reutzel, C. R. 2011. Signaling theory: A review and assessment. Journal of Management, 37(1): 39–67.
Contractor, F. J., Kumar, V., Kundu, S. K., & Pedersen, T. 2010. Reconceptualizing the firm in a world of outsourcing and offshoring: The organizational and geographical relocation of high-value company functions. Journal of Management Studies, 47(8): 1417–1433.
Criscuolo, C., Haskel, J. E., & Slaughter, M. J. 2005 Global engagement and the innovation activities of firms. NBER Working Paper No., Cambridge, MA.
Czarnitzki, D., & Licht, G. 2006. Additionality of public R&D grants in a transition economy. Economics of Transition, 14(1): 101–131.
Czarnitzki, D., & Toole, A. A. 2007. Business R&D and the interplay of R&D subsidies and product market uncertainty. Review of Industrial Organization, 31(3): 169–181.
David, P. A., & Hall, B. H. 2000. Heart of darkness: Modeling public-private funding interactions inside the R&D black box. Research Policy, 29: 1165–1183.
David, P. A., Hall, B. H., & Toole, A. A. 2000. Is public R&D a complement or a substitute for private R&D? Research Policy, 29: 497–529.
de Faria, P., & Sofka, W. 2010. Knowledge protection strategies of multinational firms – A cross-country comparison. Research Policy, 39(7): 956–968.
Desmarais, B. A., & Harden, J. J. 2013. Testing for zero inflation in count models: Bias correction for the Vuong test. Stata Journal, 13(4): 810–835.
Dimos, C., & Pugh, G. 2016. The effectiveness of R&D subsidies: A meta-regression analysis of the evaluation literature. Research Policy, 45: 797–815.
Distel, A. P., Sofka, W., De Faria, P., Preto, M. T., & Ribeiro, A. S. 2019. Dynamic Capabilities for Hire – How Former Host Country Entrepreneurs as Mnc Subsidiary Managers Affect Performance. Journal of International Business Studies, forthcoming.
EFI. 2017. Gutachten zu Forschung, Innovation und Technologischer Leistungsfähigkeit Deutschlands 2017.
Ely, A., Van Zwanenberg, P., & Stirling, A. 2014. Broadening out and opening up technology assessment: approaches to enhance international development, co-ordination and democratisation. Research Policy, 43(3): 505–518.
Encaoua, D., Guellec, D., & Martinez, C. 2006. Patent systems for encouraging innovation: Lessons from economic analysis. Research Policy, 35(9): 1423–1440.
Eurostat. 2009. Fifth community innovation survey: Synthesis of quality reports. Luxembourg: Office for Official Publications of the European Communities.
Feldman, M. P., & Kelley, M. R. 2006. The ex ante assessment of knowledge spillovers: Government R&D policy, economic incentives and private firm behavior. Research Policy, 35(10): 1509–1521.
Fitjar, R. D., & Rodríguez-Pose, A. 2013. Firm collaboration and modes of innovation in Norway. Research Policy, 42(1): 128–138.
Fontana, R., Nuvolari, A., Shimizu, H., & Vezzulli, A. 2013. Reassessing patent propensity: Evidence from a dataset of R&D Awards, 1977–2004. Research Policy, 42(10): 1780–1792.
Gassmann, O., & von Zedtwitz, M. 1999. New concepts and trends in international R&D organization. Research Policy, 28(2): 231–250.
Gelman, A., & Imbens, G. 2013. Why Ask Why? Forward Causal Inference and Reverse Causal Questions. NBER Working Paper No. 19614, Cambridge, MA.
Girma, S., Görg, H., & Kersting, E. 2019. Which boats are lifted by a foreign tide? Direct and indirect wage effects of foreign ownership. Journal of International Business Studies, forthcoming.
Gök, A., & Edler, J. 2012. The use of behavioural additionality evaluation in innovation policy making. Research Evaluation, 21(4): 306–318.
Gonzalez, X., & Pazo, C. 2008. Do public subsidies stimulate private R&D spending? Research Policy, 37: 271–389.
Görg, H., & Strobl, E. 2001. Multinational companies and productivity spillovers: A meta-analysis. The Economic Journal, 111, 723–739.
Grimpe, C., Sofka, W., Bhargava, M., & Chatterjee, R. 2017. R&D, marketing innovation, and new product performance: A mixed methods study. Journal of Product Innovation Management, 34(3): 360–383.
Guimón, J. 2011. Policies to benefit from the globalization of corporate R&D: An exploratory study for Eu countries. Technovation, 31(2): 77–86.
Haskel, J. E., Pereira, S., & Slaughter, M. J. 2007. Does inward foreign investment boost the productivity of domestic firms? The Review of Economics and Statistics, 89: 482–496.
Heckman, J. J., Ichimura, H., Smith, J. A., & Todd, P. 1998. Charaterizing selection bias using experimental data. Econometrica, 66(5): 1017–1098.
Hedlund, G. 1986. The hypermodern MNC: A heterarchy? Human Resource Management, 25: 9–36.
Hijzen, A., Martins, P. S., Schank, T., & Upward, R. 2013. Foreign-owned firms around the world: A comparative analysis of wages and employment at the micro-level. European Economic Review, 60, 170–188.
Holmes, R. M., Zahra, S. A., Hoskisson, R. E., DeGhetto, K., & Sutton, T. 2016. Two-way streets: The role of institutions and technology policy in firms’ corporate entrepreneurship and political strategies. Academy of Management Perspectives, 30(3): 247–272.
Hood, N., Young, S., & Lal, D. 1994. Strategic evolution within Japanese manufacturing plants in Europe – UK evidence. International Business Review, 3(2): 97–122.
Howell, S. T. 2017. Financing innovation: Evidence from R&D grants. American Economic Review, 107(4): 1136–1164.
Jaffe, A. B., & Le, T. 2015. The Impact of R&D Subsidy on Innovation: A Study of New Zealand Firms. NBER Working Paper No. 21479.
Katila, R., & Ahuja, G. 2002. Something old, something new: A longitudinal study of search behavior and new product introduction. Academy of Management Journal, 45(6): 1183–1194.
Klette, T. J., Møen, J., & Griliches, Z. 2000. Do subsidies to commercial R&D reduce market failures? Research Policy, 29(4): 471–495.
Klingebiel, R., & Rammer, C. 2014. Resource allocation strategy for innovation portfolio management. Strategic Management Journal, 35(2): 246–268.
Koehler, C., Sofka, W., & Grimpe, C. 2012. Selective search, sectoral patterns, and the impact on product innovation performance. Research Policy, 41(8): 1344–1356.
Kogut, B. 1991. Country Capabilities and the Permeability of Borders. Strategic Management Journal, 12(Special Issue Summer): 33–47.
Kogut, B., & Zander, U. 1993. Knowledge of the firm and the evolutionary theory of the multinational corporation. Journal of International Business Studies, 24(4): 625–645.
Kuemmerle, W. 1997. Building effective R&D capabilities abroad. Harvard Business Review, 75(2): 61–70.
Kugler, M. 2006. Spillovers from foreign direct investment: Within or between industries? Journal of Development Economics, 80: 444–477.
Lach, S., & Schankerman, M. 2008. Incentives and invention in universities. RAND Journal of Economics, 39(2): 403–433.
Laursen, K., & Salter, A. 2006. Open for innovation: The role of openness in explaining innovation performance among UK manufacturing firms. Strategic Management Journal, 27(2): 131–150.
Lazzarini, S. G. 2015. Strategizing by the government: Can industrial policy create firm-level competitive advantage? Strategic Management Journal, 36(1): 97–112.
Lundvall, B. A. (Ed.). 1992. National systems of innovation. towards a theory of innovation and interactive learning. London: Pinter Publishers.
Lyngsie, J., & Foss, N. J. 2017. The more, the merrier? Women in top-management teams and entrepreneurship in established firms. Strategic Management Journal, 38(3): 487–505.
Niosi, J. 1999. The internationalization of industrial R&D: From technology transfer to the learning organization. Research Policy, 28: 107–117.
NRP. 2017. Nationales Reformprogramm 2017.
OECD. 2005. Oslo manual: Guidelines for collecting and interpreting innovation data (3rd ed.). Paris: OECD.
OECD. 2006. Government R&D funding and company behavior: Measuring behavioral additionality. Paris: OECD.
OECD. 2019. FDI in Figures. Paris: OECD.
Olsen, A. Ø., Sofka, W., & Grimpe, C. 2016. coordinated exploration for grand challenges: The role of advocacy groups in search consortia. Academy of Management Journal, 59(6): 2232–2255.
Papageorgiadis, N., & Sofka, W. 2020. Patent enforcement across 51 countries – Patent enforcement index 1998–2017. Journal of World Business, 55(4): 1–14.
Park, W. G. 2008. International patent protection: 1960–2005. Research Policy, 37(4): 761–766.
Podsakoff, P. M., & Organ, D. W. 1986. Self-reports in organizational research: Problems and prospects. Journal of Management, 12(4): 531–544.
Rammer, C., Peters, B., Schmidt, T., Aschhoff, B., Doherr, T., & Niggemann, H. 2005. Innovationen in Deutschland – Ergebnisse Der Innovationserhebung 2003 in Der Deutschen Wirtschaft. Baden-Baden: Nomos.
Rigby, J., & Ramlogan, R. 2012. Access to finance: Impacts of publicly supported venture capital and loan guarantees. London: Nesta.
RKW. 2017. Wirksamkeit der geförderten FuE-Projekte des Zentralen Innovationsprogramm Mittelstand (ZIM) Fokus: 2014 Abgeschlossene ZIM-Projekte.
Rosenbaum, P. R., & Rubin, D. B. 1983. The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1): 41–55.
Ross, S. A. 1977. The determinants of financial structure: The incentive signalling approach. Bell Journal of Economics, 8: 23–40.
Salomon, R., & Jin, B. 2010. Do leading or lagging firms learn more from exporting? Strategic Management Journal, 31(10): 1088–1113.
Salter, A., & Martin, B. 2001. the economic benefits of publicly funded basic research: a critical review. Research Policy, 30(3): 509–532.
Santangelo, G. D., Meyer, K. E., & Jindra, B. 2016. Mne subsidiaries’ outsourcing and insourcing of R&D: The role of local institutions. Global Strategy Journal, 6(4): 247–268.
Sofka, W., Shehu, E., & de Faria, P. 2014. Multinational subsidiary knowledge protection—Do mandates and clusters matter? Research Policy, 43(8): 1320–1333.
Sofka, W., Shehu, E., & Hristov, H. 2018. Research and innovation (Rio) country report 2017: Germany. Brussels: European Commission.
Sofka, W., & Sprutacz, M. 2017. Rio Country Report 2016: Germany.
Song, J., Asakawa, K., & Chu, Y. 2011. What determines knowledge sourcing from host locations of overseas R&D operations?: A study of global R&D activities of Japanese multinationals. Research Policy, 40(3): 380–390.
Spence, A. 1973. Job market signaling. Quarterly Journal of Economics, 87: 355–379.
Un, C. A., & Cuervo-Cazurra, A. 2008. Do subsidiaries of foreign MNES invest more in R&D than domestic firms? Research Policy, 37(10): 1812–1828.
Un, C. A., Cuervo-Cazurra, A., & Asakawa, K. 2010. R&D collaborations and product innovation. The Journal of Product Innovation Management, 27(5): 673–689.
Veugelers, R. 2015. Mixing and Matching Research and Innovation Policies in Eu Countries. Bruegel Working Papers, No. 2015/16, Brussels:
Vuong, Q. H. 1989. likelihood ratio tests for model selection and non-nested hypotheses. Econometrica, 57(2): 307–333.
Wadhwa, A., Bodas Freitas, I. M., & Sarkar, M. B. 2017. The paradox of openness and value protection strategies: Effect of extramural R&D on innovative performance. Organization Science., 28: 873–893.
Zúñiga-Vicente, J. Á., Alonso-Borrego, C., Forcadell, F. J., & Galán, J. I. 2014. Assessing the effect of public subsidies on firm R&D investment: A survey. Journal of Economic Surveys, 28(1): 36–67.