I prefer marmalade.

I'm not sure I understand where your question is coming from. In what sense is peanut butter preferred?

Depends on the culture.

I'm British, we probably prefer jam, marmalade, marmite, lemon curd and honey (as well as hot buttered toast) all over peanut butter.