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PEARSON’S VERSUS SPEARMAN’S AND KENDALL’S …
d-scholarship.pitt.eduThe Pearson’s correlation coefficient ranges from -1 to +1. A positive monotonic association (two variables tend to increase or decrease ρ > 0, and negative simultaneously) results in monotonic association (one variable tends to increase when the other decreases) results in ρ < 0.