Table I

Categories used to present the MyScores dashboard, adapted from “Questions to guide in implementing reporting systems” (Bodily and Verbert, 2017)

CategoryQuestion
Intended goalWhat is the intended goal of the system?
Information selectionWhat types of data support your goal?
Needs assessmentWhat do students need? Does this need align with your goal?
Visual designWhy are you using the visual techniques or recommendations you have chosen?
VisualizationsWhat visual techniques will best represent your data?
Student useHow are students using the system? How often? Why?
Actual effectsWhat is the effect on student behavior/achievement?
Student perceptionsHow do students perceive the reporting system?
Usability testIs the system easy and intuitive to use? Usability

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