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Indeed, the popular R-squared that is obtained in bivariate OLS regression is literally just the Pearson’s correlation coefficient (r) squared. (View Highlight)

r is about how tightly the observations cluster around a fit line, regardless of how steep that line is.b is about how steep that fit line is, regardless of how tightly the observations cluster around it. (View Highlight)