The majority of social science research uses a single measure of race when investigating racial inequality. However, a growing body of work demonstrates that race shapes the life chances of individuals in multiple ways, related not only to how people self-identify but also to how others perceive them. As multiple measures of race are increasingly collected and used in survey research, it becomes important to consider the best methods of leveraging such data.