User Guide¶ Contents: Why and when should we use correlation coefficients designed for ordinal-scale data? The Problem: Pearson’s Correlation Underestimates the True Relationship The Solution: Polyserial and Polychoric Correlation Numerical Example Conclusion References Method Selection Guide