This is indeed one confusion that I ran into very often when first learning stats. Transforming the random variable is a very different thing than transforming

This is indeed one confusion that I ran into very often when first learning stats. Transforming the random variable is a very different thing than transforming the probability density function directly. The distinction between a random variable and a distribution (or density) is not made clear enough in classes I think.