Qualitative analysis in epidemiology involves the examination of non-numeric data to understand patterns, experiences, and phenomena related to health and disease. Unlike quantitative methods that rely on statistical techniques, qualitative analysis focuses on the richness of data obtained through methods such as interviews, focus groups, and participant observations.