Abstract
Despite the importance of partner diversity in managing the innovation process, prior studies mainly focus on characteristics within an organization. Our understanding of how diversity among partners’ network structures can affect the focal organization’s innovation outputs is still limited. This study addresses the above research gap by developing a model that explains how partners’ centrality diversity affects the focal organization’s innovation outputs and investigates the influencing mechanisms in depth by introducing knowledge diversity as a mediator and knowledge distance as a moderator. We select data of the smartphone collaboration network from 2004 to 2017. The regression results suggest that partners’ centrality diversity has an inverted U-shaped relationship with exploratory innovation and positively affects exploitative innovation. Additionally, knowledge diversity mediates the effect of the partners’ centrality diversity on exploratory innovation. The findings also indicate that knowledge distance weakens the effect of the partners’ centrality diversity on knowledge diversity.

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References
Aggarwal, V. A. (2020). Resource congestion in alliance networks: How a firm’s partners’ partners influence the benefits of collaboration. Strategic Management Journal, 41(4), 627–655.
Baum, J. A., Calabrese, T., & Silverman, B. S. (2000). Don’t go it alone: Alliance network composition and startups’ performance in Canadian biotechnology. Strategic Management Journal, 21(3), 267–294.
Bi, J., Xie, E., & Sheng, S. (2021). Tie strength dispersion and alliance portfolio performance: The moderating effects of CEOs’ political and international experience. British Journal of Management., 33(2), 997–1023.
Bolli, T., Seliger, F., & Woerter, M. (2020). Technological diversity, uncertainty and innovation performance. Applied Economics, 52(17), 1831–1844.
Burt, R. S. (2004). Structural holes and good ideas. American Journal of Sociology, 110(2), 349–399.
Cattani, G., & Ferriani, S. (2008). A core/periphery perspective on individual creative performance: Social networks and cinematic achievements in the Hollywood film industry. Organization Science, 19(6), 824–844.
Chesbrough, H., Lettl, C., & Ritter, T. (2018). Value creation and value capture in open innovation. Journal of Product Innovation Management, 35(6), 930–938.
Dell’Era, C., & Verganti, R. (2010). Collaborative strategies in design-intensive industries: knowledge diversity and innovation. Long Range Planning, 43(1), 123–141.
Dixit, A. (2003). Some lessons from transaction-cost politics for less-developed countries. Economics & Politics, 15(2), 107–133.
Fleming, L., Mingo, S., & Chen, D. (2007). Collaborative brokerage, generative creativity, and creative success. Administrative Science Quarterly, 52(3), 443–475.
Freeman, L. C. (1978). Centrality in social networks conceptual clarification. Social Networks, 1(3), 215–239.
Frey, K., Lüthje, C., & Haag, S. (2011). Whom should firms attract to open innovation platforms? The role of knowledge diversity and motivation. Long Range Planning, 44(5), 397–420.
Gilsing, V., Nooteboom, B., Vanhaverbeke, W., Duysters, G., & Oord, A. V. D. (2008). Network embeddedness and the exploration of novel technologies: Technological distance, betweenness centrality and density. Research Policy, 37(10), 1717–1731.
Guan, J., & Liu, N. (2016). Exploitative and exploratory innovations in knowledge network and collaboration network: A patent analysis in the technological field of nano-energy. Research Policy, 45(1), 97–112.
Hagedoorn, J., Lokshin, B., & Zobel, A. K. (2018). Partner type diversity in alliance portfolios: Multiple dimensions, boundary conditions and firm innovation performance. Journal of Management Studies, 55(5), 809–836.
Ibarra, H. (1993). Network centrality, power, and innovation involvement: Determinants of technical and administrative roles. Academy of Management Journal, 36(3), 471–501.
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.
Jansen, J. J. P., Bosch, V. D. F. A. J., & Volberda, H. W. (2005). Exploratory innovation, exploitative innovation and ambidexterity. Schmalenbach Business Review, 57(4), 351–363.
Jiang, Y., Yang, Y., Zhao, Y., & Li, Y. (2020). Partners’ centrality diversity and firm innovation performance: Evidence from China. Industrial Marketing Management, 88, 22–34.
Karamanos, A. G. (2012). Leveraging micro- and macro-structures of embeddedness in alliance networks for exploratory innovation in biotechnology. R & D Management, 42(1), 71–89.
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.
Kumar, P., & Zaheer, A. (2019). Ego-network stability and innovation in alliances. Academy of Management Journal, 62(3), 691–716.
Lahiri, N. (2010). Geographic distribution of R&D activity: How does it affect innovation quality? Academy of Management Journal, 53(5), 1194–1209.
Lai, H.-C., & Weng, C. S. (2016). Exploratory innovation and exploitative innovation in the phase of technological discontinuity: The perspective on patent data for two IC foundries. Asian Journal of Technology Innovation, 24(1), 1–14.
Lavie, D., & Tushman, M. L. (2010). Exploration and exploitation within and across organizations. Academy of Management Annals, 4(1), 109–155.
Lewis, D. (2016). Network imprinting and the variability of venture capital firm performance. Paper presented at the Academy of Management Proceedings.
Liang, X., & Liu, A. M. M. (2018). The evolution of government sponsored collaboration network and its impact on innovation: A bibliometric analysis in the Chinese solar PV sector. Research Policy, 47(7), 1295–1308.
Lind, J. T., & Mehlum, H. (2010). With or without u? The appropriate test for a U-shaped relationship. Oxford Bulletin of Economics & Stats, 72(1), 109–118.
Mahoney, J. T., & Pandian, J. R. (1992). The resource-based view within the conversation of strategic management. Strategic Management Journal, 13(5), 363–380.
Makri, M., Hitt, M. A., & Lane, P. J. (2010). Complementary technologies, knowledge relatedness, and invention outcomes in high technology mergers and acquisitions. Strategic Management Journal, 31(6), 602–628.
Mueller, V., Rosenbusch, N., & Bausch, A. (2013). Success patterns of exploratory and exploitative innovation a meta-analysis of the influence of institutional factors. Journal of Management, 39(6), 1606–1636.
Nepelski, D., & Piroli, G. (2018). Organizational diversity and innovation potential of EU-funded research projects. The Journal of Technology Transfer, 43(3), 615–639.
Ozer, M., & Zhang, W. (2015). The effects of geographic and network ties on exploitative and exploratory product innovation. Strategic Management Journal, 36(7), 1105–1114.
Phelps, C. C. (2010). A longitudinal study of the influence of alliance network structure and composition on firm exploratory innovation. Academy of Management Journal, 53(4), 890–913.
Powers, J. B., & Mcdougall, P. (2005). Policy orientation effects on performance with licensing to start-ups and small companies. Research Policy, 34(7), 1028–1042.
Salman, N., & Saives, A. L. (2005). Indirect networks: An intangible resource for biotechnology innovation. R&D Management, 35(2), 203–215.
Sampson, R. C. (2007). R&D alliances and firm performance: The impact of technological diversity and alliance organization on innovation. Academy of Management Journal, 50(2), 364–386.
Sandberg, J., Holmstr, M. J., Napier, N., & Levén, P. (2015). Balancing diversity in innovation networks. European Journal of Innovation Management, 18(1), 44–69.
Sarpong, O., & Teirlinck, P. (2018). The influence of functional and geographical diversity in collaboration on product innovation performance in SMEs. The Journal of Technology Transfer, 43(6), 1667–1695.
SatishNambisan. (2013). Industry technical committees, technological distance, and innovation performance. Research Policy, 42(4), 928–940.
Srivastava, M. K., & Gnyawali, D. R. (2011). When do relational resources matter? Leveraging portfolio technological resources for breakthrough innovation. Academy of Management Journal, 54(4), 797–810.
Sytch, M., & Tatarynowicz, A. (2014). Exploring the locus of invention: The dynamics of network communities and firms’ invention productivity. Academy of Management Journal, 57(1), 249–279.
Van Beers, C., & Zand, F. (2014). R&D cooperation, partner diversity, and innovation performance: An empirical analysis. Journal of Product Innovation Management, 31(2), 292–312.
Wang, C., Rodan, S., Fruin, M., & Xu, X. (2014). Knowledge networks, collaboration networks, and exploratory innovation. Academy of Management Journal, 57(2), 484–514.
Wang, J., Yang, N., & Guo, M. (2019). Dynamic positioning matters: Uncovering its fundamental role in organization’s innovation performance. Journal of Business & Industrial Marketing, 35(5), 785–793.
Wang, J., Yang, N., & Guo, M. (2020a). How social capital influences innovation outputs: An empirical study of the smartphone field. Innovation, 23(4), 449–469.
Wang, J., Yang, N., Zhang, Y., & Song, Y. (2020b). Dynamics of firm’s network community associations and firm’s innovation performance. Technology Analysis & Strategic Management, 32(3), 239–255.
Wuyts, S., & Dutta, S. (2014). Benefiting from alliance portfolio diversity: The role of past internal knowledge creation strategy. Journal of Management, 40(6), 1653–1674.
Yan, Y., Dong, J. Q., & Faems, D. (2020). Not every coopetitor is the same: The impact of technological, market and geographical overlap with coopetitors on firms’ breakthrough inventions. Long Range Planning, 53(1), 101873.
Yan, Y., & Guan, J. C. (2018). Social capital, exploitative and exploratory innovations: The mediating roles of ego-network dynamics. Technological Forecasting and Social Change, 126, 244–258.
Yan, Y., Zhang, J. J., & Guan, J. C. (2018). The dynamics of technological partners: A social network perspective. Technology Analysis and Strategic Management, 30(4), 405–420.
Zang, J. (2018). Structural holes, exploratory innovation and exploitative innovation. Management Decision, 56(8), 1682–1695.
Zhang, G., & Tang, C. (2018). How R&D partner diversity influences innovation performance: An empirical study in the nano-biopharmaceutical field. Scientometrics, 116(3), 1487–1512.
Zhang, J., Yan, Y., & Guan, J. (2019). Recombinant distance, network governance and recombinant innovation. Technological Forecasting and Social Change, 143, 260–272.
Zhang, S., Li, J., & Li, N. (2022). Partner technological heterogeneity and innovation performance of R&D alliances. R&D Management, 52(1), 3–21.
Funding
Funding was provide by National Natural Science Foundation of China (Grant Numbers 71871182, 72101274, 72271143), General Program of Humanities and Social Sciences Research of Ministry of Education of China (Grant Number 22YJC630134), Natural Science Foundation of Shannxi Province (Grant Number 2023-JC-QN-0787), Natural Science Foundation of Hunan Province (Grant Number 2022JJ40646), and Social Science Foundation of Hunan Province (Grant Number 20YBQ104).
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Wang, J., Guo, M., Liu, H. et al. Partners’ partners matter: the effect of partners’ centrality diversity on the focal organization’s innovation outputs. Scientometrics 128, 1547–1565 (2023). https://doi.org/10.1007/s11192-023-04637-1
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DOI: https://doi.org/10.1007/s11192-023-04637-1