This program aims to introduce mixture models (e.g., latent class analysis) as innovative and advanced methodological approaches to suicide research. The use of such models enables researchers to identify unobserved subgroups within a sample and describe specific characteristics. This program will outline the benefits of employing these methodologies and discuss their implications for individuals working with clients experiencing suicidality. Additionally, it will introduce recent suicide studies that have utilized mixture models to group individuals.