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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hannelie Nel

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Review

NEW TRENDS IN CONTEMPORARY ECONOMICS, BUSINESS AND MANAGEMENT

The study concludes that AI should be positioned as a governed decision-support layer rather than an autonomous technical add-on, and that effective circular supply chain decision-making depends on data quality, interoperability, organisational capability, ecosystem coordination, and sustainability guardrails.

Rudolph Oosthuizen, Hannelie Nel · 0 citations
Conference Open access Jul 2026

Integrating AI into circular supply chain decision-making: a systematic review and conceptual meta-framework

The study concludes that AI should be positioned as a governed decision-support layer rather than an autonomous technical add-on, and that effective circular supply chain decision-making depends on data quality, interoperability, organisational capability, ecosystem coordination, and sustainability guardrails.

Rudolph Oosthuizen, Hannelie Nel · 1 citation

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