It is like a good wine lover who manages to elaborate on the characteristics and express them in words after trying a label, rather than an unaccustomed one who can only say that it is good or bad (even if it is not).
Prompt managers will face the same problem. The more refined your taste buds, the more language models will be able to create something coherent for them. Fortunately, language models are very good at helping humans articulate and refine their taste buds. Therefore, it is a skill that is likely to be needed significantly broadly in the future.