Within the framework of Six Sigma methodologies, Chi-squared analysis serves as a vital instrument for evaluating the connection between discreet variables. It allows professionals to determine whether actual frequencies in multiple categories differ significantly from expected values, supporting to detect likely causes for system fluctuation. This