Question: what is the relationship between the correlation coefficient and the standard error of estimate?
Answer: When there is a positive correlation between two variables, as the value of one variable increases, the value of the other variable also increases. The variables move together. The standard error of a correlation coefficient is used to determine the confidence intervals around a true correlation of zero.