Andonie (2010) even suggested that there is no universal optimal solution to the problem of small datasets. So what possibilities are available to the HEIs if they want to explore the success rate of students in various courses using contemporary but widely available data mining tools? Student’s data, available to HEIs is limited and clearly fall into the category of small data set (Table 1). The described approach in this study is very popular and well supported by data mining tools.