Are Transformations Necessary? Which of the following are correct reasons for transforming data? (a) Facilitate interpretation in a natural way. (b) Promote symmetry in a data sample. (c) Promote constant variance in several sets of data. (d) Promote a straight-line relationship between two variables. (e) Simplify the structure so that a simple additive model can help us understand the data. .