Qualitative analysis refers to a research method focused on understanding the underlying reasons, opinions, and motivations behind human behavior. It involves collecting non-numerical data through interviews, observations, and open-ended surveys, allowing for a deeper insight into the subject matter. This approach is crucial for uncovering patterns and themes that provide context and depth to research findings, especially in areas like sports reporting and production.