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Network capital, exploitative and exploratory innovations——from the perspective of network dynamics

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  • Zhang, Zhengang
  • Luo, Taiye

Abstract

Taking the patent data in the field of nano energy from 2000 to 2018 as an example, this paper divides organizations’ network capital into four dimensions (i.e., knowledge combinatorial capacity, knowledge stocks, technological distance and network efficiency) and uses Stochastic Actor-Oriented Models to test the relationships between the four dimensions of network capital, exploratory innovation, and exploitative innovation. We found that exploratory innovation and exploitative innovation could be supportive of each other. Organizations’ knowledge combinatorial capacity has a positive effect on exploitative innovation, but a negative effect on exploratory innovation. Both knowledge stocks and technological distance have inverted U-shaped relationships with exploratory innovation and exploitative innovation. Network efficiency has a positive impact on exploratory innovation and an inverted U-shaped relationship with exploitative innovation.

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  • Zhang, Zhengang & Luo, Taiye, 2020. "Network capital, exploitative and exploratory innovations——from the perspective of network dynamics," Technological Forecasting and Social Change, Elsevier, vol. 152(C).
    • Handle: RePEc:eee:tefoso:v:152:y:2020:i:c:s004016251930856x
    DOI: 10.1016/j.techfore.2020.119910
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    as
    1. Andre Torre, 2008. "On the Role Played by Temporary Geographical Proximity in Knowledge Transmission," Regional Studies, Taylor & Francis Journals, vol. 42(6), pages 869-889.
    2. Loet Leydesdorff & Duncan Kushnir & Ismael Rafols, 2014. "Interactive overlay maps for US patent (USPTO) data based on International Patent Classification (IPC)," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(3), pages 1583-1599, March.
    3. Davenport, Sally, 2005. "Exploring the role of proximity in SME knowledge-acquisition," Research Policy, Elsevier, vol. 34(5), pages 683-701, June.
    4. Guan, Jiancheng & Liu, Na, 2016. "Exploitative and exploratory innovations in knowledge network and collaboration network: A patent analysis in the technological field of nano-energy," Research Policy, Elsevier, vol. 45(1), pages 97-112.
    5. Wuyts, Stefan & Colombo, Massimo G. & Dutta, Shantanu & Nooteboom, Bart, 2005. "Empirical tests of optimal cognitive distance," Journal of Economic Behavior & Organization, Elsevier, vol. 58(2), pages 277-302, October.
    6. Robert Huggins & Piers Thompson, 2014. "A Network-based view of regional growth," Journal of Economic Geography, Oxford University Press, vol. 14(3), pages 511-545.
    7. Guan, Jiancheng & Liu, Na, 2015. "Invention profiles and uneven growth in the field of emerging nano-energy," Energy Policy, Elsevier, vol. 76(C), pages 146-157.
    8. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    9. Joel A. C. Baum & Tony Calabrese & Brian S. Silverman, 2000. "Don't go it alone: alliance network composition and startups' performance in Canadian biotechnology," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 267-294, March.
    10. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    11. Park, Youngjin & Yoon, Janghyeok, 2017. "Application technology opportunity discovery from technology portfolios: Use of patent classification and collaborative filtering," Technological Forecasting and Social Change, Elsevier, vol. 118(C), pages 170-183.
    12. Chuluun, Tuugi & Prevost, Andrew & Upadhyay, Arun, 2017. "Firm network structure and innovation," Journal of Corporate Finance, Elsevier, vol. 44(C), pages 193-214.
    13. Gautam Ahuja & Riitta Katila, 2001. "Technological acquisitions and the innovation performance of acquiring firms: a longitudinal study," Strategic Management Journal, Wiley Blackwell, vol. 22(3), pages 197-220, March.
    14. Gilsing, Victor & Nooteboom, Bart & Vanhaverbeke, Wim & Duysters, Geert & van den Oord, Ad, 2008. "Network embeddedness and the exploration of novel technologies: Technological distance, betweenness centrality and density," Research Policy, Elsevier, vol. 37(10), pages 1717-1731, December.
    15. Quintana-Garci­a, Cristina & Benavides-Velasco, Carlos A., 2008. "Innovative competence, exploration and exploitation: The influence of technological diversification," Research Policy, Elsevier, vol. 37(3), pages 492-507, April.
    16. Gilsing, V.A. & Lemmens, C. & Duijsters, G.M., 2007. "Strategic alliance networks and innovation : A deterministic and voluntaristic view combined," Other publications TiSEM deaff6db-3e18-4bfc-a3fa-7, Tilburg University, School of Economics and Management.
    17. Quatraro, Francesco, 2010. "Knowledge coherence, variety and economic growth: Manufacturing evidence from Italian regions," Research Policy, Elsevier, vol. 39(10), pages 1289-1302, December.
    18. Thrane, Sof & Blaabjerg, Steen & Møller, Rasmus Hannemann, 2010. "Innovative path dependence: Making sense of product and service innovation in path dependent innovation processes," Research Policy, Elsevier, vol. 39(7), pages 932-944, September.
    19. Thorsten Koch & Josef Windsperger, 2017. "Seeing through the network: Competitive advantage in the digital economy," Journal of Organization Design, Springer;Organizational Design Community, vol. 6(1), pages 1-30, December.
    20. Corey C. Phelps & Ralph Heidl & Anu Wadhwa, 2012. "Networks, knowledge, and knowledge networks: A critical review and research agenda," Post-Print hal-00715591, HAL.
    21. Bruce Kogut, 2000. "The network as knowledge: generative rules and the emergence of structure," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 405-425, March.
    22. Zi-Lin He & Poh-Kam Wong, 2004. "Exploration vs. Exploitation: An Empirical Test of the Ambidexterity Hypothesis," Organization Science, INFORMS, vol. 15(4), pages 481-494, August.
    23. Brown, Richard S., 2017. "Scanning and updating failure: How AT&T turned its political capability into a core rigidity," Telecommunications Policy, Elsevier, vol. 41(2), pages 71-89.
    24. Sigvald J. Harryson & Rafal Dudkowski & Alexander Stern, 2008. "Transformation Networks in Innovation Alliances – The Development of Volvo C70," Journal of Management Studies, Wiley Blackwell, vol. 45(4), pages 745-773, June.
    25. Robert Huggins & Andrew Johnston & Piers Thompson, 2012. "Network Capital, Social Capital and Knowledge Flow: How the Nature of Inter-organizational Networks Impacts on Innovation," Industry and Innovation, Taylor & Francis Journals, vol. 19(3), pages 203-232, April.
    26. Yan, Yan & Guan, JianCheng, 2018. "Social capital, exploitative and exploratory innovations: The mediating roles of ego-network dynamics," Technological Forecasting and Social Change, Elsevier, vol. 126(C), pages 244-258.
    27. Roper, Stephen & Hewitt-Dundas, Nola, 2015. "Knowledge stocks, knowledge flows and innovation: Evidence from matched patents and innovation panel data," Research Policy, Elsevier, vol. 44(7), pages 1327-1340.
    28. Andy Stirling, 2007. "A General Framework for Analysing Diversity in Science, Technology and Society," SPRU Working Paper Series 156, SPRU - Science Policy Research Unit, University of Sussex Business School.
    29. Bednar, Jenna & Jones-Rooy, Andrea & Page, Scott E., 2015. "Choosing a future based on the past: Institutions, behavior, and path dependence," European Journal of Political Economy, Elsevier, vol. 40(PB), pages 312-332.
    30. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    31. David Cembrero & Josune Sáenz, 2018. "Performance outcomes of interaction, balance, and alignment between exploration and exploitation in the technological innovation domain," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 15(1), pages 14-33.
    32. Melissa A. Schilling & Corey C. Phelps, 2007. "Interfirm Collaboration Networks: The Impact of Large-Scale Network Structure on Firm Innovation," Management Science, INFORMS, vol. 53(7), pages 1113-1126, July.
    33. Qing Cao & Eric Gedajlovic & Hongping Zhang, 2009. "Unpacking Organizational Ambidexterity: Dimensions, Contingencies, and Synergistic Effects," Organization Science, INFORMS, vol. 20(4), pages 781-796, August.
    34. Brennecke, Julia & Rank, Olaf, 2017. "The firm’s knowledge network and the transfer of advice among corporate inventors—A multilevel network study," Research Policy, Elsevier, vol. 46(4), pages 768-783.
    35. Gilsing, V.A. & Duijsters, G.M., 2008. "Understanding novelty creation in exploration networks, structural and relational embeddedness jointly considered," Other publications TiSEM dc09da69-d749-4bf9-8898-5, Tilburg University, School of Economics and Management.
    36. Marc Gruber & Dietmar Harhoff & Karin Hoisl, 2013. "Knowledge Recombination Across Technological Boundaries: Scientists vs. Engineers," Management Science, INFORMS, vol. 59(4), pages 837-851, April.
    37. Ashish Arora & Michelle Gittelman & Sarah Kaplan & John Lynch & Will Mitchell & Nicolaj Siggelkow & Ji Youn (Rose) Kim & Michael Howard & Emily Cox Pahnke & Warren Boeker, 2016. "Understanding network formation in strategy research: Exponential random graph models," Strategic Management Journal, Wiley Blackwell, vol. 37(1), pages 22-44, January.
    38. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
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