Within the framework of Six Standard Deviation methodologies, χ² investigation serves as a significant instrument for evaluating the relationship between categorical variables. It allows practitioners to verify whether observed counts in various groups vary noticeably from expected values, supporting to uncover potential reasons for system fluctu