Statistical test selection depends on data type—continuous, ordinal, categorical—and group count. Common methods include t-tests, ANOVA, Kruskal-Wallis, chi-square, and Fisher’s exact test. Assumption checks with Shapiro-Wilk and Levene’s test guide use of parametric or non-parametric alternatives.