Cognitive tutors require extensive engineering and cognitive task analysis to produce production rules that require extensive programming. In contrast data-driven methods can expedite more rapid development. The new fields of educational data mining and learning analytics now offer interesting possibilities for cognitive tutor development (Koedinger et al., 2013) and have led to adapted learning systems