This article summarizes development of a general data analytic system that is specifically designed for qualitative research paradigms. The purpose of the article is to illustrate how Association Rule Analysis can be used to analyze qualitative research data. The article presents several examples of how the ARA would be applied in a wide spectrum of Qualitative research.