Within the framework of Six Standard Deviation methodologies, χ² analysis serves as a crucial tool for evaluating the connection between categorical variables. It allows practitioners to determine whether recorded frequencies in various categories differ remarkably from anticipated values, supporting to identify potential causes for system variat