Argumentation means "the process of reasoning methodically"
Well that is just something that scientists do. Observations need to be considered, interpreted and reasoned about. That makes science science, and not just a list of observations.
It could be that you mean scientific argument, but you might as well ask the purpose of novelists writing books.