Correlation coefficient and correlation test in R - Stats and R A correlation coefficient may also miss a non-linear link between two variables The plot above combines correlation coefficients, correlation tests (via the asterisks next to the coefficients2) and scatterplots for all possible pairs of variables present in a dataset.