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Sociotechnical interdependencies and tipping‐point dynamics in data‐intensive services

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  • Navid Ghaffarzadegan
  • Sarah Mostafavi
  • Hyunjung Kim

Abstract

Service science theories do not fully explain failure cases in data‐intensive services – high‐technology services that utilize large volumes of data and provide customized information for users. In these service systems, the technological and social elements are highly interconnected: firms cannot maintain databases and analytic capabilities if they lack market penetration, which itself is influenced by performance of analytic capabilities and databases; a positive feedback loop. Informed by a case study, we develop a simulation model, postulate that market adoption is highly sensitive to the launch conditions, specifically with respect to the initial states of the system, and offer a dynamic theory in which highly nonlinear relationships among the initial states of the system drive outcomes of the market adoption of data‐intensive services. We argue that a tipping point exists at which small technological differences in the launch period differentiates between market success and failure. Furthermore, our analysis points to a strong self‐fulfilling mechanism whereby initial positive customer perception can increase the service's likelihood of success by indirectly influencing technological improvement. In contrast to the conventional belief, having a large number of initial adopters may negatively influence market adoption in the long run. A major source of the patterns observed is the high level of interdependencies between social and technological elements of data‐intensive services. © 2022 System Dynamics Society.

Suggested Citation

  • Navid Ghaffarzadegan & Sarah Mostafavi & Hyunjung Kim, 2023. "Sociotechnical interdependencies and tipping‐point dynamics in data‐intensive services," System Dynamics Review, System Dynamics Society, vol. 39(1), pages 5-31, January.
    • Handle: RePEc:bla:sysdyn:v:39:y:2023:i:1:p:5-31
    DOI: 10.1002/sdr.1724
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    1. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    2. Sarv Devaraj & Rajiv Kohli, 2003. "Performance Impacts of Information Technology: Is Actual Usage the Missing Link?," Management Science, INFORMS, vol. 49(3), pages 273-289, March.
    3. Sheen S. Levine & Michael J. Prietula, 2014. "Open Collaboration for Innovation: Principles and Performance," Organization Science, INFORMS, vol. 25(5), pages 1414-1433, October.
    4. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    5. Xiaoqing Wang & Brian S. Butler & Yuqing Ren, 2013. "The Impact of Membership Overlap on Growth: An Ecological Competition View of Online Groups," Organization Science, INFORMS, vol. 24(2), pages 414-431, April.
    6. David N. Ford, 2019. "A system dynamics glossary," System Dynamics Review, System Dynamics Society, vol. 35(4), pages 369-379, October.
    7. Patrick Mikalef & Ilias O. Pappas & John Krogstie & Michail Giannakos, 2018. "Big data analytics capabilities: a systematic literature review and research agenda," Information Systems and e-Business Management, Springer, vol. 16(3), pages 547-578, August.
    8. Henrich R. Greve & Marc-David L. Seidel, 2015. "The thin red line between success and failure: Path dependence in the diffusion of innovative production technologies," Strategic Management Journal, Wiley Blackwell, vol. 36(4), pages 475-496, April.
    9. Prasanna Tambe & Lorin M. Hitt & Erik Brynjolfsson, 2012. "The Extroverted Firm: How External Information Practices Affect Innovation and Productivity," Management Science, INFORMS, vol. 58(5), pages 843-859, May.
    10. Hazhir Rahmandad & Nelson Repenning, 2016. "Capability erosion dynamics," Strategic Management Journal, Wiley Blackwell, vol. 37(4), pages 649-672, April.
    11. Vince Barabba & Chet Huber & Fred Cooke & Nick Pudar & Jim Smith & Mark Paich, 2002. "A Multimethod Approach for Creating New Business Models: The General Motors OnStar Project," Interfaces, INFORMS, vol. 32(1), pages 20-34, February.
    12. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    13. Constance E. Helfat, 2000. "Guest editor's introduction to the special issue: the evolution of firm capabilities," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 955-959, October.
    14. Michael J. Rosenfeld & Reuben J. Thomas & Sonia Hausen, 2019. "Disintermediating your friends: How online dating in the United States displaces other ways of meeting," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(36), pages 17753-17758, September.
    15. Navid Ghaffarzadegan & Richard C. Larson, 2018. "SD meets OR: a new synergy to address policy problems," System Dynamics Review, System Dynamics Society, vol. 34(1-2), pages 327-353, January.
    16. Frank M. Bass, 1969. "A New Product Growth for Model Consumer Durables," Management Science, INFORMS, vol. 15(5), pages 215-227, January.
    17. Mahda Garmaki & Imed Boughzala & Samuel Fosso Wamba, 2016. "The effect of big data analytics capability on firm performance," Grenoble Ecole de Management (Post-Print) hal-01414811, HAL.
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