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In the realm of data analysis, the Z-score emerges as a essential tool. This metric, also known as the deviation score, provides insights into an observation's position relative to the center 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,