You can always somehow make it seem that Elizabeth didn't realize at first that draconic arts meant raising a dragon... but to me, she doesn't seem the type of character to overlook that kind of detail. Lady Violetta could've always not have realized Elizabeth was in both as well which could make sense considering how busy and most likely how stressed she is.