qualitative data that has no inherent mathematical meaning.  e.g. race, gender, yes/no question response, state of residence
data that can be categorized according to similarities or differences in kind  ex: political affiliation, taste ranking, color of an m& m
represent differing kinds rather than amounts (gender, marital status, or breed of dog, etc.)