Within the scope of Six Sigma methodologies, χ² analysis serves as a crucial instrument for determining the relationship between categorical variables. It allows practitioners to determine whether observed counts in multiple groups vary noticeably from anticipated values, supporting to detect potential factors for system variation. This statistic