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Crisis Response Modes in Collaborative Business Ecosystems: A Mathematical Framework from Plasticity to Antifragility

Author

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  • Javaneh Ramezani

    (NOVA School of Science and Technology, UNINOVA-CTS, NOVA University of Lisbon, 2829-516 Caparica, Portugal)

  • Luis Gomes

    (NOVA School of Science and Technology, UNINOVA-CTS and LASI, NOVA University of Lisbon, 2829-516 Caparica, Portugal)

  • Paula Graça

    (NOVA School of Science and Technology, UNINOVA-CTS, NOVA University of Lisbon, 2829-516 Caparica, Portugal
    Instituto Superior de Engenharia de Lisboa, UnIRE-Unit for Innovation and Research in Engineering, Instituto Politécnico de Lisboa, 1959-007 Lisbon, Portugal)

Abstract

Collaborative business ecosystems (CBEs) are increasingly exposed to disruptive events (e.g., pandemics, supply chain breakdowns, cyberattacks) that challenge organizational adaptability and value creation. Traditional approaches to resilience and robustness often fail to capture the full range of systemic responses. This study introduces a unified mathematical framework to evaluate four crisis response modes—plasticity, resilience, transformative resilience, and antifragility—within complex adaptive networks. Grounded in complex systems and collaborative network theory, our model formalizes both internal organizational capabilities (e.g., adaptability, learning, innovation, structural flexibility) and strategic interventions (e.g., optionality, buffering, information sharing, fault-injection protocols), linking them to pre- and post-crisis performance via dynamic adjustment functions. A composite performance score is defined across four dimensions (Innovation, Contribution, Prestige, and Responsiveness to Business Opportunities), using capability–strategy interaction matrices, weighted performance change functions, and structural transformation modifiers. The sensitivity analysis and scenario simulations enable a comparative evaluation of organizational configurations, strategy impacts, and phase-transition thresholds under crisis. This indicator-based formulation provides a quantitative bridge between resilience theory and practice, facilitating evidence-based crisis management in networked business environments.

Suggested Citation

  • Javaneh Ramezani & Luis Gomes & Paula Graça, 2025. "Crisis Response Modes in Collaborative Business Ecosystems: A Mathematical Framework from Plasticity to Antifragility," Mathematics, MDPI, vol. 13(15), pages 1-33, July.
  • Handle: RePEc:gam:jmathe:v:13:y:2025:i:15:p:2421-:d:1711261
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    References listed on IDEAS

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    1. N. N. Taleb & R. Douady, 2013. "Mathematical definition, mapping, and detection of (anti)fragility," Quantitative Finance, Taylor & Francis Journals, vol. 13(11), pages 1677-1689, November.
    2. Mary Tripsas & Giovanni Gavetti, 2000. "Capabilities, cognition, and inertia: evidence from digital imaging," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1147-1161, October.
    3. Ruijun Chen & Yaping Xie & Yingqi Liu, 2021. "Defining, Conceptualizing, and Measuring Organizational Resilience: A Multiple Case Study," Sustainability, MDPI, vol. 13(5), pages 1-25, February.
    4. Ramezani, Javaneh & Camarinha-Matos, Luis M., 2020. "Approaches for resilience and antifragility in collaborative business ecosystems," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    5. Hosseini, Seyedmohsen & Ivanov, Dmitry & Dolgui, Alexandre, 2019. "Review of quantitative methods for supply chain resilience analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 125(C), pages 285-307.
    6. Hosseini, Seyedmohsen & Barker, Kash & Ramirez-Marquez, Jose E., 2016. "A review of definitions and measures of system resilience," Reliability Engineering and System Safety, Elsevier, vol. 145(C), pages 47-61.
    7. Mónica Clavel San Emeterio & Rubén Fernández-Ortiz & Jesús Arteaga-Ortiz & Pablo Dorta-González, 2018. "Measuring the gradualist approach to internationalization: Empirical evidence from the wine sector," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-15, May.
    8. Oh, In-Sue & Han, Joo Hun, 2021. "Will investments in human resources during the COVID-19 pandemic crisis pay off after the crisis?," Industrial and Organizational Psychology, Cambridge University Press, vol. 14(1-2), pages 98-100, June.
    9. Nassim Nicholas Taleb & Jeffrey West, 2022. "Working With Convex Responses: Antifragility From Finance to Oncology," Papers 2209.14631, arXiv.org, revised Jan 2023.
    10. Zhaojun Yang & Mengdi Wu & Jun Sun & Yali Zhang, 2024. "Aligning redundancy and flexibility for supply chain resilience: a literature synthesis," Journal of Risk Research, Taylor & Francis Journals, vol. 27(2), pages 313-335, February.
    11. Behzadi, Golnar & O’Sullivan, Michael Justin & Olsen, Tava Lennon, 2020. "On metrics for supply chain resilience," European Journal of Operational Research, Elsevier, vol. 287(1), pages 145-158.
    12. Stephanie Duchek, 2020. "Organizational resilience: a capability-based conceptualization," Business Research, Springer;German Academic Association for Business Research, vol. 13(1), pages 215-246, April.
    13. Irina Canco & Drita Kruja & Tiberiu Iancu, 2021. "AHP, a Reliable Method for Quality Decision Making: A Case Study in Business," Sustainability, MDPI, vol. 13(24), pages 1-14, December.
    14. Pietro Panzarasa & Tore Opsahl & Kathleen M. Carley, 2009. "Patterns and dynamics of users' behavior and interaction: Network analysis of an online community," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(5), pages 911-932, May.
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