Within the realm of Six Sigma methodologies, χ² examination serves as a crucial tool for determining the association between categorical variables. It allows practitioners to establish whether actual frequencies in various groups vary significantly from expected values, supporting to uncover possible causes for process fluctuation. This mathemati