Within the framework of Six Process Improvement methodologies, Chi-Square examination serves as a vital technique for assessing the connection between group variables. It allows practitioners to establish whether recorded counts in various groups vary noticeably from anticipated values, assisting to detect likely causes for operational fluctuation.