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An Ising-based dynamic model to study the effect of social interactions on firm absorptive capacity

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  • Giannoccaro, Ilaria
  • Carbone, Giuseppe

Abstract

We present a dynamic model of firm absorptive capacity, which is consistent with a process-oriented conceptualization and based on the teaching-learning approach, to investigate the effect of social interactions among the firm members on the firm absorptive capacity. In particular, two main learning processes are considered: the explorative and the transformative learning. To develop the model, the Ising approach, which is a very well established framework to study the dynamics of social interactions, is employed. Furthermore, a simulation analysis is carried out to investigate the effect of two patterns and four levels of social interactions on the firm absorptive capacity. Results show that block-diagonal patterns, where interactions occur inside groups and not between groups (such as in modular organizations), lead to higher absorptive capacity, compared to hierarchical patterns (e.g., those exhibited by centralized organizations). We also show that the relationship between the level of social interactions and the firm absorptive capacity follows an inverted-U shape in the block-diagonal patterns, while the absorptive capacity decreases as the level of interactions rises, in the hierarchical patterns. Finally, we find that the social network also plays a moderating role on the relationship between the complementary knowledge and the firm absorptive capacity.

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  • Giannoccaro, Ilaria & Carbone, Giuseppe, 2017. "An Ising-based dynamic model to study the effect of social interactions on firm absorptive capacity," International Journal of Production Economics, Elsevier, vol. 194(C), pages 214-227.
  • Handle: RePEc:eee:proeco:v:194:y:2017:i:c:p:214-227
    DOI: 10.1016/j.ijpe.2017.05.003
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    1. Wenpin Tsai, 2002. "Social Structure of “Coopetition” Within a Multiunit Organization: Coordination, Competition, and Intraorganizational Knowledge Sharing," Organization Science, INFORMS, vol. 13(2), pages 179-190, April.
    2. Rand, William & Rust, Roland T., 2011. "Agent-based modeling in marketing: Guidelines for rigor," International Journal of Research in Marketing, Elsevier, vol. 28(3), pages 181-193.
    3. Sendil K. Ethiraj & Daniel Levinthal, 2004. "Modularity and Innovation in Complex Systems," Management Science, INFORMS, vol. 50(2), pages 159-173, February.
    4. Morten T. Hansen, 2002. "Knowledge Networks: Explaining Effective Knowledge Sharing in Multiunit Companies," Organization Science, INFORMS, vol. 13(3), pages 232-248, June.
    5. D. Sornette, 2014. "Physics and Financial Economics (1776-2014): Puzzles, Ising and Agent-Based models," Papers 1404.0243, arXiv.org.
    6. Jansen, J.J.P. & van den Bosch, F.A.J. & Volberda, H.W., 2005. "Managing Potential and Realized Absorptive Capacity: How do Organizational Antecedents matter?," ERIM Report Series Research in Management ERS-2005-025-STR, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    7. Capaldo, Antonio & Giannoccaro, Ilaria, 2015. "How does trust affect performance in the supply chain? The moderating role of interdependence," International Journal of Production Economics, Elsevier, vol. 166(C), pages 36-49.
    8. Charles Dhanaraj & Marjorie A Lyles & H Kevin Steensma & Laszlo Tihanyi, 2004. "Managing tacit and explicit knowledge transfer in IJVs: the role of relational embeddedness and the impact on performance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(5), pages 428-442, September.
    9. Hüseyin Tanriverdi & N. Venkatraman, 2005. "Knowledge relatedness and the performance of multibusiness firms," Strategic Management Journal, Wiley Blackwell, vol. 26(2), pages 97-119, February.
    10. Jan W. Rivkin & Nicolaj Siggelkow, 2007. "Patterned Interactions in Complex Systems: Implications for Exploration," Management Science, INFORMS, vol. 53(7), pages 1068-1085, July.
    11. Peter J. Lane & Michael Lubatkin, 1998. "Relative absorptive capacity and interorganizational learning," Post-Print hal-02311860, HAL.
    12. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    13. Gebauer, Heiko & Worch, Hagen & Truffer, Bernhard, 2012. "Absorptive capacity, learning processes and combinative capabilities as determinants of strategic innovation," European Management Journal, Elsevier, vol. 30(1), pages 57-73.
    14. W.-X. Zhou & D. Sornette, 2007. "Self-organizing Ising model of financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 55(2), pages 175-181, January.
    15. Dan Braha & Yaneer Bar-Yam, 2007. "The Statistical Mechanics of Complex Product Development: Empirical and Analytical Results," Management Science, INFORMS, vol. 53(7), pages 1127-1145, July.
    16. Giannoccaro, Ilaria, 2015. "Adaptive supply chains in industrial districts: A complexity science approach focused on learning," International Journal of Production Economics, Elsevier, vol. 170(PB), pages 576-589.
    17. Giuseppe Carbone & Ilaria Giannoccaro, 2015. "Model of human collective decision-making in complex environments," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 88(12), pages 1-10, December.
    18. D׳Souza, Derrick E. & Kulkarni, Shailesh S., 2015. "A framework and model for absorptive capacity in a dynamic multi-firm environment," International Journal of Production Economics, Elsevier, vol. 167(C), pages 50-62.
    19. Eric (Er) Fang, 2011. "The Effect of Strategic Alliance Knowledge Complementarity on New Product Innovativeness in China," Organization Science, INFORMS, vol. 22(1), pages 158-172, February.
    20. Martin Hoegl & Hans Georg Gemuenden, 2001. "Teamwork Quality and the Success of Innovative Projects: A Theoretical Concept and Empirical Evidence," Organization Science, INFORMS, vol. 12(4), pages 435-449, August.
    21. Fosfuri, Andrea & Tribø, Josep A., 2008. "Exploring the antecedents of potential absorptive capacity and its impact on innovation performance," Omega, Elsevier, vol. 36(2), pages 173-187, April.
    22. Wonseok Oh & Sangyong Jeon, 2007. "Membership Herding and Network Stability in the Open Source Community: The Ising Perspective," Management Science, INFORMS, vol. 53(7), pages 1086-1101, July.
    23. Frans A. J. Van den Bosch & Henk W. Volberda & Michiel de Boer, 1999. "Coevolution of Firm Absorptive Capacity and Knowledge Environment: Organizational Forms and Combinative Capabilities," Organization Science, INFORMS, vol. 10(5), pages 551-568, October.
    24. Bordogna, Clelia M. & Albano, Ezequiel V., 2003. "Simulation of social processes: application to social learning," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 329(1), pages 281-286.
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    6. Luca Fraccascia & Ilaria Giannoccaro & Vito Albino, 2019. "Response to: Comment on “Resilience of Complex Systems: State of the Art and Directions for Future Research”," Complexity, Hindawi, vol. 2019, pages 1-3, July.
    7. Knoppen, Desirée & Saris, Willem & Moncagatta, Paolo, 2022. "Absorptive capacity dimensions and the measurement of cumulativeness," Journal of Business Research, Elsevier, vol. 139(C), pages 312-324.

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