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Just a note

r is more correctly known as the Pearson product-moment correlation coefficient - and describes the extent to which two variables are linearly associated. A correlation coefficient does not, however, estimate the probability that the observed relation is anything but spurious - nor does it say anything about whether changes in one variable causes the observed relationship (if any).

The reasoning underlying Pearson correlation coefficient, and its relationship with regression, are explored in Unit 12.