Qualitative data analysis involves examining non-numerical information to uncover patterns and insights. Methods include thematic analysis, grounded theory, and content analysis. Examples range from in-depth interviews to open-ended surveys, offering rich, nuanced perspectives for a deeper understanding of human experiences and behaviors.