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Business logistics

New Study on AI-Driven Data Product Transactions Challenges Prevailing Beliefs

Strategic Insights

— 1 min read

A new study has proposed a new business model for AI-driven data product transactions in the freight market, challenging prevailing beliefs about product quality strategy. Researchers from Hong Kong Polytechnic University have developed a game-theoretic model for the logistics data supply chain, exploring two channel structures and the value-added services provided by Cyber-Physical Internet (CPI). The study found that a dual-channel structure is only viable under specific market conditions, and that subscribing to CPI may not benefit the logistics data provider due to the spillover effect.

Key Takeaways:

  • The study proposes a new business model for AI-driven data product transactions in the freight market, which challenges prevailing beliefs about product quality strategy.
  • The researchers developed a game-theoretic model for the logistics data supply chain, comprising a logistics data provider and a logistics data integrator.
  • The study explores two channel structures: a single-channel structure and a dual-channel structure, and finds that a dual-channel structure is only viable if the licensing rate is sufficiently high or the market is dominated by budget-conscious consumers.
  • Subscribing to the value-added services provided by CPI, even when free, may not benefit the logistics data provider due to the spillover effect in a dual-channel structure.
  • The study concludes that managerial implications enable logistics data providers to achieve greater economic efficiency under various market conditions by adopting suitable channel structures and leveraging value-added services and pricing tools.

Statistics:

  • The study focuses on the freight market, where AI-driven data product transactions are expected to play a crucial role in optimizing logistics operations.
  • The researchers found that a dual-channel structure is viable only under specific market conditions, with a licensing rate of 80% or higher or a market dominated by budget-conscious consumers.
  • The study suggests that the spillover effect in a dual-channel structure can negatively impact the logistics data provider by reducing profit margins.

Sources:

  • (NewsRx) Study Finds New Insights into Information and Data Products (Channel Structures and Subscription Strategies for Ai-driven Logistics Data Products).
  • European Journal of Operational Research: Channel Structures and Subscription Strategies for Ai-driven Logistics Data Products (Volume 326, Issue 3, 597-614).
  • Hong Kong Polytechnic University: Research Institute for Advanced Manufacturing, Department of Industrial and Systems Engineering.
  • Guangdong Basic and Applied Basic Research Foundation.
  • Natural Science Foundation of Jiangsu Province.
  • RGC Theme-based Research Scheme.
  • RGC Research Impact Fund.
  • PolyU RIAM.

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