Within the scope of Six Sigma methodologies, χ² examination serves as a crucial tool for determining the connection between group variables. It allows practitioners to verify whether actual frequencies in various classifications vary remarkably from anticipated values, supporting to detect likely factors for system fluctuation. This quantitative