How do we measure student learning? Pre/post surveys (tests) activities - how they completed; much they understood the concepts ask them questions about the activities - pre/post surveys observation how fast do they complete the assessment how comfortable are they explaining what they did game - get points - they would be a quantitative measure; if they get more points, it means they understand it better random forest - building decision trees - evaluating correctness (or some other properties) of the trees that they make choose your own adventure adaptive learning questioning MC with right answers and answers that are close MC is more likely to get responses than open-ended MC reveals the intent of the questioner open-ended - then what do we do with the data? more likely to get good answers with interviews can use Zoom; auto-transcribe screen-recording audio-recording through Zoom post-survey: MC and open behavioral observations from recordings small groups of students - talking to each other structured interview 5 to 10 minutes including interaction with sw and conversation low-level gesture capture (into own DB) need to think through how to gather (and keep) this data - e.g. own computer; client-server model where we own the server.