Within the framework of Six Sigma methodologies, Chi-squared examination serves as a significant tool for assessing the connection between group variables. It allows specialists to establish whether actual frequencies in multiple groups differ noticeably from anticipated values, assisting to uncover potential factors for system instability. This ma