Dr. James Lani discusses the characteristics and methods of qualitative data analysis, emphasizing its inductive, simultaneous, and iterative nature. Various approaches, including case studies, phenomenology, and grounded theory, are explored, along with data collection, preparation, and analysis techniques. The document highlights the importance of coding and theme development, along with measures for ensuring the trustworthiness of qualitative research findings.