Common Error 5: Nonlinear Monotonic Transformations on X, M, and Y Without Rational Justification To meet parametric assumptions (e.g., normality), researchers sometimes apply transformations (e.g., log, square root) to variables X, M, or Y. In our review, 13.50% of studies did so. Arbitrary ...