Spearman's rank correlation
What is Spearman’s correlation
In addition to Pearson, we have Spearman’s rank correlation (denoted
) where the values of X and Y are replaced with their rank order from smallest to largest before correlating. Spearman’s ρ measures the monotonic association (increasing or decreasing)
Properties
- Spearman’s correlation is more robust to outliers