There's a whole accelerator of startups for under-represented demographics, including women and minorities: http://www.newmeaccelerator.com/
To use your example, if a company is run by a black woman, no responsible reporter is going to put in their article "Oh, and by the way, this company is run by a black woman." Just think of how negative that sounds.