Energy should never be used to introduce entropy as the concept of energy itself is highly, highly complicated and abstract.

Entropy and energy are orthogonal anyway. You can understand entropy without the need to even use the word "energy."

Entropy is an aspect of probability, it is in fact a numerical phenomenon.