Several strategies can be employed to enhance sample diversity in epidemiological studies. Community-based participatory research (CBPR) involves the community in the research process, fostering trust and engagement. Utilizing multilingual materials and employing community liaisons who understand the cultural context can also improve participation rates. Moreover, researchers should ensure that study sites are accessible and that participation is not burdensome for individuals from various backgrounds.