Correct. Neither can you assume that someone not well-known for her musical accomplishments is a musical genius.
Is your argument that because we have an incomplete data set, we should prefer your thesis? Or that no conclusion is possible? I'm not sure I follow. Either line of reasoning is of course equally applicable to almost any argument, whether its in astronomy or anthropology.