Iterate with Data and Community
Combine surveys, discussion analysis, and performance data to spot friction points. Look for patterns across attempts, time-on-task, and dropout moments. Data are clues, not verdicts—use them to ask better questions and prioritize changes that meaningfully improve learning experiences.
Iterate with Data and Community
Run small pilots to test assumptions. Compare two versions of an activity, measuring clarity, engagement, and outcomes. Afterward, document what to keep, cut, or rework. Share pilot stories, even the messy ones—they often hold the most valuable insights for everyone.