You may have noticed that we have not discussed statistical tests of correlation coefficients. While we can conduct statistical tests on correlation coefficients, they are descriptive statistics that indicate the strength of relationship. The statistical test tells us whether the correlation is significantly different from zero; the absolute value of the correlation coefficient is an effect size that summarizes the strength of the relationship.