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The match between learner’s intentions and their learning behaviours is missing from the majority of discussion on learning outcomes in MOOCs. The present study tackles this challenge by investigating the relationship among intentions, behaviours and outcomes in six Coursera MOOCs. Grounded in a rich MOOC dataset that included pre-course surveys, learners’ click logs, and course completion data, we integrated statistical analysis and data mining techniques to address research questions from different angles. Results from cross tabulation and a chi-square test of independence implied an impact of learning intentions on behaviors. Frequent Sequence Mining showed promise in detecting different frequent sequences in different learner groups defined by intents and outcomes.
Bodong Chen, University of Minnesota - Twin Cities
Stian Håklev, OISE/University of Toronto
Laurie Harrison, University of Toronto
Hedieh Najafi, University of Michigan
Carol N. Rolheiser, OISE/University of Toronto