• The correlation from the sample data is used to evaluate the hypotheses.
  • For the regular nondirectional test, a sample correlation near zero provides support for the null hypothesis and a sample value far from zero tends to refute the null hypothesis.
  • For a directional test, a positive value for the sample correlation would tend to refute a null hypothesis stating that the population correlation is not positive

Could you please explain the bold text in simple terms?