Whether or not you should remove the skin from the chicken before making soup is up to personal preference. The skin and fat provide additional flavor, so some people may choose to leave it on. However, if you’d like a lighter broth, removing the skin is recommended. Additionally, make sure to discard any excess fat that has accumulated on the surface of the broth before serving.