『Chapter 15: Data-Driven Circularity—Unlocking Competitive Advantage Through AI and Analytics』のカバーアート

Chapter 15: Data-Driven Circularity—Unlocking Competitive Advantage Through AI and Analytics

Chapter 15: Data-Driven Circularity—Unlocking Competitive Advantage Through AI and Analytics

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In this episode of the Circular Economy Excellence podcast,

I introduce Chapter 15 of my book, Circular Economy Opportunities and Pathways for Manufacturers –Manufacturing Renewed, where we explore why data-driven intelligence is the foundation of circular businessmodels.

Join me as two AI-powered voices discuss:

  • Why manufacturers must combine physical product expertise with AI-driven insights
  • How predictive analytics, lifecycle tracking, and digital twins enable circularity
  • The role of datagraphs in mapping product interactions and unlocking competitive advantage
  • How companies can transition from traditional production to data-driven decision-making


The future of manufacturing isn’t just about making products—it’s about making intelligent, circular ecosystemspowered by data.

To get the full insight, buy my book, and for ongoing updates on the digitization of the circular economy, visit circularpathwaysbook.com.


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