“…Consequently, in the very beginning of the studies the amount of support should be at its greatest. For example, in the first computer science courses at university (CS1), the number of dropouts has been successfully decreased with well-designed scaffolds (Haatainen, Lakanen, Isomöttönen, and Lappalainen, 2013). The successful dropout interventions include innovative systems to predict dropout, early intervention and follow-up (Whitehill, Williams, Lopez, Coleman, and Reich, 2015), and beside decreasing the number of dropouts, learning analytics can be utilized to improve the quality of education and to enable students to review and evaluate their own progress (Sclater, Peasgood, and Mullan, 2016).…”