The document outlines the challenges faced by modern supply chains, including complexities, uncertainties, and the need for predictive analytics to improve efficiency. It emphasizes the importance of establishing a Center for Supply Chain Excellence (CSCE) to operationalize data-driven decisions and enhance business value through various frameworks and algorithms. A case study illustrates successful interventions in demand planning, demonstrating improved forecast accuracy and supply chain agility.