Within the realm of Six Sigma methodologies, Chi-Square examination serves as a significant instrument for evaluating the relationship between categorical variables. It allows specialists to determine whether actual frequencies in different categories differ noticeably from predicted values, supporting to identify likely factors for process fluctua