Qualitative work can be considered science if it gives you a way to make sense of the data (rules and procedures) and the methodology helps determine whether a belief is more likely true
More complex methods of qualitative data analysis are best learned through the apprenticeship method by finding people who do this work and learning how they do it in their lab