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AI-Driven Circular Economy Performance in Chinese Electronics Manufacturing: Understanding the Moderating Role of Green Innovation Capability

Strategic Insights

— 1 min read

As environmental pressures and digitalization continue to shape the global economy, China's electronics manufacturing industry, responsible for over 20% of global e-waste, is undergoing a significant transformation to adopt a circular economy (CE). A recent study, supported by the National Office of Philosophy and Social Sciences, investigated the relationship between artificial intelligence (AI) adoption and CE performance in the industry, uncovering a U-shaped relationship between AI adoption and performance improvements, with a critical inflection point at AI adoption of 1.8. The study also revealed that green innovation capability functions as a negative moderator, delaying the turning point due to structural inertia within established green systems, and that this moderating effect varies based on firms' levels of AI maturity.

Key Takeaways:

  • The study found a U-shaped relationship between AI adoption and CE performance, with performance improvements occurring only after surpassing a critical inflection point (AI = 1.8).
  • Green innovation capability functions as a negative moderator, delaying the turning point due to structural inertia within established green systems.
  • The moderating effect of green innovation capability varies according to firms' levels of AI maturity.
  • The study advises firms to adopt phased AI adoption and build dynamic capabilities.
  • Policymakers are urged to create tiered incentives and promote industry-academia collaboration.
  • The study has been peer-reviewed and published in the journal Technology Analysis & Strategic Management.

Statistics:

  • Over 20% of global e-waste is generated by China's electronics manufacturing industry.
  • The study analyzed panel data from 34 listed Chinese electronics manufacturers between 2018 and 2022.
  • AI adoption of 1.8 is the critical inflection point for CE performance improvements.

Sources:

  • "Ai-driven Circular Economy Performance In Chinese Electronics Manufacturing: the Moderating Role of Green Innovation Capability" (2025)
  • National Office of Philosophy and Social Sciences
  • Sichuan University, School of Public Administration, Chengdu, People's Republic of China
  • Routledge Journals, Taylor & Francis Ltd, 2-4 Park Square, Milton Park, Abingdon OX14 4RN, Oxon, England

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