This conversation explores emerging debates concerning teaching to and about marginalized populations often left out of "representative" data sets. Based on our experiences studying, teaching, and belonging to some of these unrepresented populations, we outline some strategies sociologists may use to transform the limitations of data sets traditionally labeled as "representative" into tools for delivering core sociological concepts. In so doing, we argue that sociologists may respond to increasing critiques of "representative" data by using these critiques to facilitate critical thinking skills and methodological awareness among students. In closing, we encourage sociologists to consider the challenges and opportunities presented by increasing awareness of unrepresented populations within our classrooms and the broader social world.