Which statement is true about the scale behavior of ridge regression?

• A. Ridge regression is scale invariant.
• B. Ridge regression is scale equivariant.
• C. Standardization is optional.
• D. Ridge regression is not scale invariant; predictors should be standardized before applying the estimating procedure.

Answer: (D)