Abstract
Although the importance of external and internal knowledge combination for innovation is well recognized, the effectiveness of different patterns of combination requires further investigation. We consider spillovers of foreign direct investment (FDI) and external research and development (R&D) as two sources of external knowledge to domestic firms and argue that the effectiveness of incorporating the two external sources of knowledge varies conditional upon different levels of internal knowledge development (internal R&D). We argue that learning through observation and learning through acquisition are important mechanisms making such difference. Using a sample of manufacturing firms in China from 2002 to 2007, we find that rhythmic FDI spillover and external R&D positively affect innovation performance. However, the effect of rhythmic FDI spillover is stronger, whereas the effect of external R&D is weaker for firms with a moderate level of internal R&D than firms with a low or high level of internal R&D.
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Notes
We conducted F tests for the variables of interest, that is, the main effects here and the interaction terms for all subsequent regressions. The results indicate that all variables are significant at the 0.01 level.
References
Aitken, B. J., & Harrison, A. E. 1999. Do domestic firms benefit from direct foreign investment? Evidence from Venezuela. American Economic Review, 89(3): 605–618.
Al Ansari, M. S. 2013. Open and Closed R&D Processes: Internal Versus External Knowledge. European Journal of Sustainable Development, 2(1): 1–18.
Almeida, P., & Kogut, B. 1999. Localization of knowledge and the mobility of engineers in regional networks. Management Science, 45(7): 905–917.
Ancona, D., & Chong, C. L. 1996. Entrainment: Pace, cycle, and rhythm in organizational behavior. In L. L. Cummings, & B. M. Staw (Eds.). Research in organizational behavior: 251–284. Greenwich, CT: JAI Press.
Arellano, M., & Bond, S. 1991. Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2): 277–297.
Arrow, K. 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: 609–626. Princeton, NJ: Princeton University Press.
Atuahene-Gima, K. 2005. Resolving the capability - rigidity paradox in new product innovation. Journal of Marketing, 69(4): 61–83.
Beneito, P. 2006. The innovative performance of in-house and contracted R&D in terms of patents and utility models. Research Policy, 35(4): 502–517.
Berchicci, L. 2013. Towards an open R&D system: Internal R&D investment, external knowledge acquisition and innovative performance. Research Policy, 42(1): 117–127.
Bluedorn, A. C. 2002. The human organization of time. Stanford, CA:Stanford University Press.
Blundell, R., & Bond, S. 1998. Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1): 115–143.
Callaway, S. K., & Hamilton, R. D. 2006. Exploring disruptive technology: The structure and control of internal corporate ventures. International Journal of Organizational Analysis, 14(2): 87–106.
Caloghirou, Y., Kastelli, I., & Tsakanikas, A. 2004. Internal capabilities and external knowledge sources: Complements or substitutes for innovative performance? Technovation, 24(1): 29–39.
Capron, L., & Pistre, N. 2002. When do acquirers earn abnormal returns? Strategic Management Journal, 23(9): 781–794.
Cassiman, B., & Veugelers, R. 2002. R&D cooperation and spillovers: some empirical evidence from Belgium. American Economic Review, 92(4): 1169–1184.
Cassiman, B., & Veugelers, R. 2006. In search of complementarity in innovation strategy: Internal R&D and external knowledge acquisition. Management Science, 52(1): 68–82.
Catozzella, A., & Vivarelli, M. 2014. Beyond absorptive capacity: In-house R&D as a driver of innovative complementarities. Applied Economics Letters, 21(1): 39–42.
Ceccagnoli, M., Higgins, M. J., & Palermo, V. 2014. Behind the scenes: Sources of complementarity in R&D. Journal of Economics and Management Strategy, 23(1): 125–148.
Chang, S. J., & Xu, D. 2008. Spillovers and competition among foreign and local firms in China. Strategic Management Journal, 29(5): 495–518.
Chatterjee, S., Hadi, A. S., & Price, B. 2000. Regression analysis by example. New York:Wiley.
Chen, G., Firth, M., Gao, D. N., & Rui, O. M. 2006. Ownership structure, corporate governance, and fraud: Evidence from China. Journal of Corporate Finance, 12(3): 424–448.
Chesbrough, H. 2003. The logic of open innovation: Managing intellectual property. California Management Review, 45(3): 33–58.
Chiaroni, D., Chiesa, V., & Frattini, F. 2009. Investigating the adoption of open innovation in the bio-pharmaceutical industry: A framework and an empirical analysis. European Journal of Innovation Management, 12(3): 285–305.
Chow, G. G. 1993. Capital formation and economic growth in China. Quarterly Journal of Economics, 108(3): 809–842.
Christmann, P. 2000. Effects of “best practices” of environmental management on cost advantage: The role of complementary assets. Academy of Management Journal, 43(4): 663–680.
Clayton, M. C. 1997. The innovator's dilemma: When new technologies cause great firms to fail. Boston, Massachusetts. Harvard Business School Press.
Cohen, M. A., Eliashberg, J., & Ho, T. H. 1996. New product development: The performance and time-to-market tradeoff. Management Science, 42(2): 173–186.
Cohen, W. M., & Levinthal, D. A. 1989. Innovation and learning - the 2 faces of R and D. Economic Journal, 99(397): 569–596.
Cohen, W. M., & Levinthal, D. A. 1990. Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35(1): 128–152.
Cohen, W. M., & Mowery, D. 1984. Firm heterogeneity and R&D: An agenda for research. In B. Bozeman, M. Crow, & A. Link (Eds.). Strategic Management of Industrial R&D: 107–132. Lexington, MA: D. C. Heath.
Cohen, W. M., Nelson, R. R., & Walsh, J. P. 2002. Links and impacts: The influence of public research on industrial R&D. Management Science, 48(1): 1–23.
Conti, R., Gambardella, A., & Novelli, E. 2013. Research on markets for inventions and implications for R&D allocation strategies. Academy of Management Annals, 7(1): 715–772.
Crossan, M. M., & Apaydin, M. 2010. A multi-dimensional framework of organizational innovation: A systematic review of the literature. Journal of Management Studies, 47(6): 1154–1191.
Damanpour, F. 1991. Organizational innovation: A meta-analysis of effects of determinants and moderators. Academy of Management Journal, 34(3): 555–590.
Danneels, E. 2008. Organizational antecedents of second-order competences. Strategic Management Journal, 29(5): 519–543.
Dierickx, I., & Cool, K. 1989. Asset stock accumulation and sustainability of competitive advantage. Management Science, 35(12): 1504–1511.
Dunning, J. H. 1993. Multinational enterprises and the global economy. Wokingham, Berkshire:Addison-Wesley.
Durand, R., & Jourdan, J. 2012. Jules or Jim: Alternative conformity to minority logics. Academy of Management Journal, 55(6): 1295–1315.
Eapen, A. 2012. Social structure and technology spillovers from foreign to domestic firms. Journal of International Business Studies, 43(3): 244–263.
Escribano, A., Fosfuri, A., & Tribó, J. A. 2009. Managing external knowledge flows: The moderating role of absorptive capacity. Research Policy, 38(1): 96–105.
Fan, G., Wang, X., & Zhu, H. P. 2009. NERI index of marketization of China's provinces 2009 report. Beijing, China:Economic Science Press (in Chinese).
Findlay, R. 1978. Relative backwardness, direct foreign investment, and the transfer of technology: A simple dynamic model. The Quarterly Journal of Economics, 92(1): 1–16.
Fleming, L., & Sorenson, O. 2004. Science as a map in technological search. Strategic Management Journal, 25(8–9): 909–928.
Ganotakis, P., & Love, J. H. 2012. The innovation value chain in new technology-based firms: Evidence from the UK. Journal of Product Innovation Management, 29(5): 839–860.
Gao, G. Y., Murray, J. Y., Kotabe, M., & Lu, J. 2010. A “strategy tripod” perspective on export behaviors: Evidence from domestic and foreign firms based in an emerging economy. Journal of International Business Studies, 41(3): 337–396.
Gao, S., Xu, K., & Yang, J. 2008. Managerial ties, absorptive capacity, and innovation. Asia Pacific Journal of Management, 25(3): 395–412.
Girma, S. 2005. Absorptive capacity and productivity spillovers from fdi: A threshold regression analysis. Oxford Bulletin of Economics and Statistics, 67(3): 281–306.
Girma, S., Greenaway, D., & Wakelin, K. 1999. Wages, productivity and foreign ownership in UK manufacturing. Nottingham, UK:University of Nottingham.
Gorg, H., & Greenaway, D. 2004. Much ado about nothing? Do domestic firms really benefit from foreign direct investment? World Bank Research Observer, 19(2): 171–197.
Gorg, H., & Strobl, E. 2001. Multinational companies and productivity spillovers: A meta-analysis. The Economic Journal, 111(475): 723–739.
Grigoriou, K., & Rothaermel, F. T. 2017. Organizing for knowledge generation: Internal knowledge networks and the contingent effect of external knowledge sourcing. Strategic Management Journal, 38(2): 395-414.
Grimpe, C., & Kaiser, U. 2010. Balancing internal and external knowledge acquisition: The gains and pains from R&D outsourcing. Journal of Management Studies, 47(8): 1483–1509.
Gupta, A. K., & Souder, W. E. 1998. Key drivers of reduced cycle time. Research-Technology Management, 41(4): 38–43.
Hagedoorn, J., & Wang, N. 2012. Is there complementarity or substitutability between internal and external R&D strategies? Research Policy, 41(6): 1072–1083.
Hansen, L. P., & Singleton, K. J. 1982. Generalized instrumental variables estimation of nonlinear rational expectations models. Econometrica: Journal of the Econometric Society, 50(5): 1269–1286.
Havranek, T., & Irsova, Z. 2010. Meta-analysis of intra-industry FDI spillovers: Updated evidence. Czech journal of Economics and Finance, 60(2): 151–174.
He, Z.-L., & Wong, P.-K. 2012. Reaching out and reaching within: A study of the relationship between innovation collaboration and innovation performance. Industry and Innovation, 19(7): 539–561.
Hess, A. M., & Rothaermel, F. T. 2011. When are assets complementary? Star scientists, strategic alliances, and innovation in the pharmaceutical industry. Strategic Management Journal, 32(8): 895–909.
Hitt, M. A., Hoskisson, R. E., & Kim, H. 1997. International diversification: Effects of innovation and firm performance in product-diversified firms. Academy of Management Journal, 40(4): 767–798.
Honoré, B. E. 1992. Trimmed LAD and least squares estimation of truncated and censored regression models with fixed effects. Econometrica: Journal of the Econometric Society, 60(3): 533–565.
Jansen, J. J., Van Den Bosch, F. A., & Volberda, H. W. 2005. Managing potential and realized absorptive capacity: How do organizational antecedents matter? Academy of Management Journal, 48(6): 999–1015.
Katz, R., & Allen, T. J. 1982. Investigating not invented here syndrome: A look at the performance, tenure, and communication patterns of 50 R&D project groups. R&D Management, 12(1): 7–19.
Keats, B., & Hitt, M. A. 1988. Causal model of linkages among environmental dimensions, macro organizational characteristics, and performance. Academy of Management Journal, 31(3): 570–598.
Kessler, E. H., & Chakrabarti, A. K. 1996. Innovation speed: A conceptual model of context, antecedents, and outcomes. Academy of Management Review, 21(4): 1143–1191.
Kim, C.-J. 2004. Markov-switching models with endogenous explanatory variables. Journal of Econometrics, 122(1): 127–136.
Kim, S. K., Cho, H., & Khieu, H. 2014. Slack and R&D Strategy: The Effect of Slack on Internal R&D and External R&D, and Innovation. Journal of Management, 15(2): 33.
Lam, A. 2000. Tacit knowledge, organizational learning and societal institutions: An integrated framework. Organization Studies, 21(3): 487–513.
Lancaster, T. 2000. The incidental parameter problem since 1948. Journal of Econometrics, 95(2): 391–413.
Lane, P. J., Salk, J. E., & Lyles, M. A. 2001. Absorptive capacity, learning, and performance in international joint ventures. Strategic Management Journal, 22(12): 1139–1161.
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.
Lavie, D., & Rosenkopf, L. 2006. Balancing exploration and exploitation in alliance formation. Academy of Management Journal, 49(4): 797–818.
Lee, I. H. I., Hong, E., & Makino, S. 2016. Location decisions of inward FDI in sub-national regions of a host country: Service versus manufacturing industries. Asia Pacific Journal of Management, 33(2): 343–370.
Leonard-Barton, D. 1992. Core capabilities and core rigidities: A paradox in managing new produce development. Strategic Management Journal, 13(1): 111–126.
Leonard-Barton, D. 1995. Wellsprings of knowledge: Building and sustaining the sources of innovations. Boston:Harvard Business School Press.
Levinthal, D. A., & March, J. G. 1993. The myopia of learning. Strategic Management Journal, 14(S2): 95–112.
Lichtenthaler, U. 2008. Open innovation in practice: An analysis of strategic approaches to technology transactions. IEEE Transactions on Engineering Management, 55(1): 148–157.
Lichtenthaler, U., & Lichtenthaler, E. 2009. A capability-based framework for open innovation: Complementing absorptive capacity. Journal of Management Studies, 46(8): 1315–1338.
Liu, X., & Buck, T. 2007. Innovation performance and channels for international technology spillovers: Evidence from Chinese high-tech industries. Research Policy, 36(3): 355–366.
Li-Ying, J., Wang, Y., & Ning, L. 2016. How do dynamic capabilities transform external technologies into firms’ renewed technological resources?–a mediation model. Asia Pacific Journal of Management, 33(4): 1009–1036.
March, J. G. 1991. Exploration and exploitation in organizational learning. Organization Science, 2(1): 71–87.
Markoczy, L., Sun, L., Peng, M. W., Shi, W., & Ren, B. 2013. Social network contingency, symbolic management, and boundary stretching. Strategic Management Journal, 34(11): 1367–1387.
Mason, R. O. 1996. Commentary on varieties of dialectic change processes. Journal of Management Inquiry, 5(3): 293–299.
McGrath, J. E., & Tschan, F. 2004. Temporal matters in social psychology: Examining the role of time in the lives of groups and individuals. Washington DC:American Psychological Association.
McLaughlin, S., Paton, R. A., & Macbeth, D. K. 2008. Barrier impact on organizational learning within complex organizations. Journal of Knowledge Management, 12(2): 107–123.
Meyer, K. E., & Sinani, E. 2009. When and where does foreign direct investment generate positive spillovers? a meta-analysis. Journal of International Business Studies, 40(7): 1075–1094.
Mitchell, W., & Singh, K. 1996. Survival of businesses using collaborative relationships to commercialize complex goods. Strategic Management Journal, 17(3): 169–195.
Nagarajan, A., & Mitchell, W. 1998. Evolutionary diffusion: Internal and external methods used to acquire encompassing, complementary, and incremental technological changes in the lithotripsy industry. Strategic Management Journal, 19(11): 1063–1077.
Nelson, R. R., & Winter, S. G. 1982. An evolutionary theory of economic change. Cambridge, MA:Harvard University Press.
Neter, J., Wasserman, W., & Kutner, M. H. 1985. Applied linear statistical models: Regression, analysis of variance, and experimental designs. Homewood, IL:Irwin Press.
Nohria, N., & Gulati, R. 1996. Is slack good or bad for innovation? Academy of Management Journal, 39(5): 1245–1264.
Nonaka, I., Von Krogh, G., & Voelpel, S. 2006. Organizational knowledge creation theory: Evolutionary paths and future advances. Organization Studies, 27(8): 1179–1208.
NSBC 2004. The first National Economic Census Program. Beijing, China:The National Bureau of Statistics of China.
Perrons, R. K., Richards, M. G., & Platts, K. 2005. What the hare can teach the tortoise about make-buy strategies for radical innovations. Management Decision, 43(5): 670–690.
Powell, W. W., Koput, K. W., & Smith-Doerr, L. 1996. Interorganizational collaboration and the locus of innovation: Networks of learning in biotechnology. Administrative Science Quarterly, 41(1): 116–145.
Raghunathan, S. P. 1995. A refinement of the entropy measure of firm diversification: Toward definitional and computational accuracy. Journal of Management, 21(5): 989–1002.
Rigby, D., & Zook, C. 2002. Open-market innovation. Harvard Business Review, 80(10): 80–93.
Roper, S., Love, J. H., & Zhou, Y. 2014. Knowledge context, learning and innovation: An integrating framework. Enterprise Research Centre Research Paper, 20.
Rosenkopf, L., & Nerkar, A. 2001. Beyond local search: Boundary-spanning, exploration, and impact in the optical disk industry. Strategic Management Journal, 22(4): 287–306.
Soh, P. H., & Subramanian, A. M. 2014. When do firms benefit from university-industry R&D collaborations? The implications of firm R&D focus on scientific research and technological recombination. Journal of Business Venturing, 29(6): 807–821.
Song, J., Almeida, P., & Wu, G. 2003. Learning–by–hiring: When is mobility more likely to facilitate interfirm knowledge transfer? Management Science, 49(4): 351–365.
Sørensen, J. B., & Stuart, T. E. 2000. Aging, obsolescence, and organizational innovation. Administrative Science Quarterly, 45(1): 81–112.
Spencer, J. W. 2008. The impact of multinational enterprise strategy on indigenous enterprises: Horizontal spillovers and crowding out in developing countries. Academy of Management Review, 33(2): 341–361.
Stevens, G. A., & Burley, J. 2003. Piloting the rocket of radical innovation. Research-Technology Management, 46(2): 16–25.
Su, Y.-S., Tsang, E. W., & Peng, M. W. 2009. How do internal capabilities and external partnerships affect innovativeness? Asia Pacific Journal of Management, 26(2): 309–331.
Teece, D. J. 1986. Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy. Research Policy, 15(6): 285–305.
Teece, D. J., Pisano, G., & Shuen, A. 1997. Dynamic capabilities and strategic management. Strategic Management Journal, 18(7): 509–533.
Tell, F. 2011. Knowledge integration and innovation: A survey of the field. In C. Berggren, A. Bergek, L. Bengtsson, M. Hobday, & J. Söderlund (Eds.). Knowledge integration and innovation: Critical challenges facing international technology-based firms. New York, NY: Oxford University Press.
Tsai, W. P. 2001. Knowledge transfer in intraorganizational networks: Effects of network position and absorptive capacity on business unit innovation and performance. Academy of Management Journal, 44(5): 996–1004.
Uotila, J., Maula, M., Keil, T., & Zahra, S. A. 2009. Exploration, exploitation, and financial performance: Analysis of S&P 500 corporations. Strategic Management Journal, 30(2): 221–231.
Vermeulen, F., & Barkema, H. 2002. Pace, rhythm, and scope: Process dependence in building a profitable multinational corporation. Strategic Management Journal, 23(7): 637–653.
Vermeulen, F., & Barkema, H. G. 2001. Learning through acquisition. Academy of Management Journal, 44(3): 457–476.
Veugelers, R., & Cassiman, B. 2005. R&D cooperation between firms and universities. Some empirical evidence from Belgian manufacturing. International Journal of Industrial Organization, 23(5): 355–379.
Wang, C., & Kafouros, M. I. 2009. What factors determine innovation performance in emerging economies? Evidence from China. International Business Review, 18(6): 606–616.
Wang, C. Q., Hong, J. J., Kafouros, M., & Boateng, A. 2012. What drives outward FDI of Chinese firms? Testing the explanatory power of three theoretical frameworks. International Business Review, 21(3): 425–438.
Watkins, T. A., & Paff, L. A. 2009. Absorptive capacity and R&D tax policy: Are in-house and external contract R&D substitutes or complements? Small Business Economics, 33(2): 207–227.
Wind, J., & Mahajan, V. 1997. Editorial: issues and opportunities in new product development: an introduction to the special issue. Journal of Marketing Research, 34(Special): 1–12.
Wooster, R. B., & Diebel, D. S. 2010. Productivity spillovers from foreign direct investment in developing countries: A meta-regression analysis. Review of Development Economics, 14(3): 640–655.
Xie, Z., & Li, J. 2017. Exporting and innovating among emerging market firms: The moderating role of institutional development. Journal of International Business Studies, forthcoming: 1–24.
Zahra, S. A., Filatotchev, I., & Wright, M. 2009. How do threshold firms sustain corporate entrepreneurship? The role of boards and absorptive capacity. Journal of Business Venturing, 24(3): 248–260.
Zahra, S. A., & George, G. 2002. Absorptive capacity: A review, reconceptualization, and extension. Academy of Management Review, 27(2): 185–203.
Zahra, S. A., Ireland, R. D., & Hitt, M. A. 2000. International expansion by new venture firms: International diversity, mode of market entry, technological learning, and performance. Academy of Management Journal, 43(5): 925–950.
Zhang, Y., Li, H., Li, Y., & Zhou, L.-A. 2010. FDI spillovers in an emerging market: The role of foreign firms' country origin diversity and domestic firms' absorptive capacity. Strategic Management Journal, 31(9): 969–989.
Zhang, Y., Li, Y., & Li, H. 2014. FDI spillovers over time in an emerging market: The role of entry tenure and barriers to imitation. Academy of Management Journal, 57(3): 698–722.
Zhou, C. H., & Li, J. 2008. Product innovation in emerging market-based international joint ventures: An organizational ecology perspective. Journal of International Business Studies, 39(7): 1114–1132.
Zhou, K. Z., Gao, G. Y., & Zhao, H. 2017. State ownership and firm innovation in China: An integrated view of institutional and efficiency logics. Administrative Science Quarterly, 62(2): 375–404.
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Jiang, M.S., Jiao, J., Lin, Z. et al. Learning through observation or through acquisition? Innovation performance as an outcome of internal and external knowledge combination. Asia Pac J Manag 38, 35–63 (2021). https://doi.org/10.1007/s10490-018-9592-x
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DOI: https://doi.org/10.1007/s10490-018-9592-x