In the realm of quality control, the Z-score emerges as a essential tool. This metric, also known as the standard score, provides insights into an observation's standing relative to the mean of a distribution. Within the framework of Lean Six Sigma, the Z-score plays a critical role in identifying outliers. By quantifying deviations from the norm,