Within the realm of Six Process Improvement methodologies, Chi-squared analysis serves as a vital instrument for assessing the association between categorical variables. It allows practitioners to determine whether observed counts in multiple groups deviate noticeably from expected values, supporting to identify likely causes for process variation.