Begin with descriptive statistics (mean, median, standard deviation, frequencies). Choose hypothesis tests based on data type: t-test for two groups, ANOVA for multiple groups, chi-square for categories, correlation/regression for relationships. Report test statistic, degrees of freedom, p-value, and effect size. Never cherry-pick results or omit failed assumptions without discussion.