Which of the following is not true? The arbitrary nature of data visualization is why we need the correlation coefficient. The sign of the correlation coefficient matches the direction of the scatterplot. A correlation coefficient of 0 implies that there is no linear relationship. A correlation coefficient of 1 or -1 implies that there is a perfect linear relationship. Whenever we create a scatterplot, we always use the correlation coefficient.