Within the framework of Six Sigma methodologies, Chi-Square examination serves as a crucial tool for determining the connection between group variables. It allows practitioners to establish whether recorded frequencies in multiple categories differ remarkably from predicted values, supporting to uncover potential reasons for process fluctuation. T