The Chi-Square Calculator measures how observed frequencies differ from expected frequencies in categorical data. It calculates the chi-square statistic (χ²) to determine whether differences between groups are due to random chance or indicate a significant relationship. This tool is commonly used in hypothesis testing, goodness-of-fit tests, and contingency table analysis to evaluate independence or fit between observed and theoretical distributions.