A dataset of $n$ positive numbers $x_1, x_2, \dots, x_n$ has an arithmetic mean $A = 15$ and a geometric mean $G = 12$. Which of the following statements must be true regarding the variance $\sigma^2$ and the relationship between $A$ and $G$?