Qualitative data analysis involves studying text, images, or audio to explore or confirm ideas. Researchers can use different methods, like grounded theory, narrative analysis, or phenomenology, to understand people's experiences and stories. Grounded theory helps create theories from data, narrative analysis focuses on storytelling elements, and phenomenology looks at the essence of experiences. Each method has its own tools for analyzing data, like coding and memo writing, to create diagrams or reports.