This essay traces the origins of group-based trajectory modeling (GBTM) from its inception as a statistical tool for analyzing issues central to the criminal careers debate of the 1990s to its widespread application outside of criminology especially in psychological and medical research to study the developmental course of disease and physiological processes. Also, discussed are common misconceptions about the interpretation of GBTM.