I purposely develop on a machine that most real gamers would scoff at. I would like the average player with a four or five year old pc or a decent laptop to be able to meet the requirements.
Google Analytics is a good method to see what your game audience is. There is a lot of info about who, where, OS, screen res, etc., for the daily downloads from your site. And its free.