For me, the short interest ratio was confirmation that others were seeing the same things I was. That can also provide an idea of short-term upside risk during a squeeze
If it's very lightly traded, and there's nothing obviously wrong with the company fundamentally, it could indicate a single large short position by a hedge fund or institution. This is especially true if there are no options for the equity.