An X-Bar Control Chart is a statistical tool used in quality control processes to monitor the mean values of a sample over time. In supply chain management, it helps track variability in key processes such as inventory demand, lead times, or production yields. By analyzing trends and detecting out-of-control conditions, managers can identify issues early and implement corrective actions. This control over variability enhances forecasting accuracy and inventory optimization by maintaining stable supply chain performance.