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October 22, 2025Applied Sciences4 citationsOpen Access

Digital-Driven New Quality Productivity and Its Impact on Supply Chain Resilience: A Complex Network Approach Integrating the Hadamard Product

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XKXi KangZLZhanfeng Li

Key Points

  • Supply chain resilience is significantly enhanced through digital-driven new quality productivity and complex networks.
  • The study reveals that NQP affects network resilience via three nonlinear coupling mechanisms, highlighting its dynamic role.
  • Data from Chinese supply chains between 2012 and 2023 indicates that NQP's impact evolves from vulnerability to resilience over time.
  • The findings emphasize the need for optimizing supply chain structures to mitigate systemic risks and enhance collaborative capabilities.

Abstract

Technological decoupling, geopolitical tensions, and carbon neutrality pressures have created systemic risks, making supply chain security a global concern. Digital-driven new quality productivity (NQP), as a key driver of supply chain upgrading, plays a crucial role in restructuring modern supply chain systems and enhancing resilience. Based on data from Chinese supply chain data from listed companies (2012–2023), this study integrates enterprise-level NQP and applies complex network methods and the Hadamard product model to analyze how NQP regulates supply chain resilience. The results show that NQP affects network resilience through three nonlinear coupling mechanisms: strengthening defense at fixed points, promoting recovery through chain reinforcement, and enhancing sustainability via network expansion. Its impact is stage-dependent—showing partial vulnerability during early technology diffusion but significantly improving overall resilience at maturity, with structural imbalance remaining a potential risk. This study provides theoretical and practical insights for optimizing supply chain structures and improving risk prevention and collaborative capabilities.

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Cite This Study

Kang et al. (2025) studied this question.

synapsesocial.com/papers/68f83319d24b29c969481bd7https://doi.org/10.3390/app152011193
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