Question: How do you know that a correlation coefficient is significant. That is, in the true populations the correlations between x and y, \(\rho \) is not equal to zero. That the null hypothesis (Ho: \(\rho \) = 0) is rejected; and the alternative hypothesis (H1: \(\rho \ne \) 0 ) is best supported by the data?