Within the framework of Six Standard Deviation methodologies, Chi-Square analysis serves as a crucial technique for determining the connection between categorical variables. It allows professionals to establish whether observed occurrences in multiple categories deviate remarkably from anticipated values, supporting to detect potential causes for p