What characterizes early stage squamous cell carcinoma?

Nothing. Even in the lung, squamous cell carcinomas are usually silent until they have become large enough to cause coughing up of blood -- one of the common ways in which it announces itself. On the skin, of course, a growing mass with a rough surface is (depending on how it looks) likely to be a squamous skin cancer; these are usually easy to cure. Good luck.