This assignment delves into the complexities of sampling techniques employed in qualitative research, particularly focusing on 'hard-to-reach' populations. It examines methods like Respondent Driven Sampling (RDS), Theoretical Sampling, and indirect sampling, drawing upon scholarly articles and research papers to illustrate their application and effectiveness. The analysis encompasses both the theoretical underpinnings and practical considerations of these sampling approaches.