Background: Help-seeking research has traditionally inferred behavioural responses to the need for help from post-hoc reflections and experiments outside of the classroom context. Aim: We aimed to gain an ecologically valid understanding of the help-seeking process by examining the association between pupils' task-specific perceptions and their…

Demographic information often proves useful for finding subpopulations in educational data. Unfortunately, it is often not collected in the log files of online learning systems, which serve as one of the primary sources of data for the Educational Data Mining community. Recent work has sought to address this issue by investigating school-level…