This report is an analysis of STAR (Student-Teacher Achievement Ratio) project data specifically targeted the 1st graders’ dataset. This report investigates the effect of class size (small, regular, regalar + aide) on the mathematical performance of 1st grader on a standardized test. The analysis consists of the exploratory data analysis, two-way ANOVA, model diagnostics, hypothesis testing, and discussion of possible causal inference.