Analyzing qualitative usability test data involves a complex process of collecting, assessing, and synthesizing information to draw meaningful insights. It requires careful consideration of study design and participant behavior, as well as iterative testing of explanations against the data. Successful analysis can uncover valuable insights but may also lead to further questions needing exploration.