This article in the Journal of Geoscience Education describes the work of a graduate student in geology who used a qualitative approach in an introductory geology class to determine how the course affects student learning. The article includes a brief description of what qualitative data is with examples of different approaches to collecting this data. The author concludes with a checklist to aid in the design of a qualitative research.
Full text of the article is available online.