This article discusses qualitative data analysis methods, including visual analysis, content analysis, and narrative analysis. It explains the importance of data integrity and the use of analysis tools. The challenges of analyzing qualitative data are explored, along with the benefits of transparency in research. The article also discusses the development of protocols for data sharing and the promotion of extended complexity.