The Chi-Square Goodness of Fit Calculator computes the chi-square statistic by comparing observed data frequencies to expected frequencies. It sums the squared differences divided by the expected values for each category. This statistic helps assess whether deviations between observed and expected data are likely due to chance or indicate a significant difference, making it a key tool in categorical data analysis and hypothesis testing.