Step 1: Understanding the Concept:
When comparing the means of two independent samples with equal but unknown population variances, we use a two-sample student's $t$-test.
Key Formula or Approach:
The degrees of freedom ($df$) for a two-independent sample $t$-test with sample sizes $n_1$ and $n_2$ under the assumption of equal population variances is given by:
\[ df = n_1 + n_2 - 2 \]
Step 2: Detailed Explanation:
We are given:
Sample size of the first group, $n_1 = 15$
Sample size of the second group, $n_2 = 18$
Substitute these values into the degrees of freedom formula:
\[ df = 15 + 18 - 2 = 31 \]
Therefore, the test statistic follows a $t$ distribution with 31 degrees of freedom.
Step 3: Final Answer
The correct option is (A).