Based on the achievement goal theory, this experimental study explored the influence of predictive and descriptive learning analytics dashboards on graduate students' motivation and statistics anxiety in an online graduate-level statistics course. Participants were randomly assigned into one of three groups: (1) predictive dashboard; (2)…

Anticipation Guides (AGs) help learners to activate prior knowledge before an instructional unit. As a pre-learning strategy, AGs motivate learners to explore learning materials by challenging, activating, or corroborating their prior knowledge and predictions about a subject. While AGs have mostly been used in reading instruction, in this study,…