Within the realm of Six Standard Deviation methodologies, Chi-squared analysis serves as a vital tool for evaluating the connection between categorical variables. It allows specialists to determine whether recorded counts in multiple categories vary remarkably from predicted values, supporting to detect potential causes for process variation. This