Within the framework of Six Sigma methodologies, Chi-Square analysis serves as a significant instrument for evaluating the connection between group variables. It allows professionals to establish whether recorded frequencies in various categories vary significantly from anticipated values, supporting to detect possible factors for system fluctuatio