Demystifying black-box machine learning in supply chain risk management: from prediction to intervention via explainable AI
The framework enables logistics managers to identify high-risk orders before delivery completion and to understand the operational reasons behind each alert and can support decisions such as adjusting shipment modes, extending delivery buffers, prioritizing route monitoring and allocating escalation resources.