There are many informal ways study groups organize that leave various groups behind. They can form around extracurriculars, and freshmen in computer clubs tend to have significant previous exposure and some experience. Groups can form around independent living groups, which often are gendered and often have large libraries of past class notes. And, of course, social circles often bias themselves based on race.

Connecting students with upperclassmen in their majors, assigning study groups, creating additional projects or courses to help newcomers learn are all ways to counteract the negative effects of study group bias without watering down the material at all.