In the realm of quality control, the Z-score emerges as a essential tool. This metric, also known as the deviation score, provides insights into an observation's placement relative to the center of a distribution. Within the framework of Lean Six Sigma, the Z-score plays a critical role in monitoring data trends. By quantifying deviations from the