Qualitative assessment involves evaluating non-numeric data to understand phenomena, often through methods like interviews, observations, and content analysis, providing rich, detailed insights into complex issues. It emphasizes subjective interpretation and context, allowing for a deeper understanding of experiences, perceptions, and social dynamics.