The purpose of the t-test for the correlation coefficient in the context of Pearson Product Moment Correlation is to determine whether the observed correlation between two variables is statistically significant or occurred by chance. It helps assess if the correlation in the sample data is strong enough to infer that a similar relationship exists in the larger population.