- Quantitative Data: Metrics like learner progress, time spent on tasks, and quiz scores provide insights into learners’ engagement and understanding.
- Qualitative Data: Observations, feedback from learners, and user experience studies capture insights that may not be reflected in quantitative metrics, adding depth to data-informed design.
- Predictive and Descriptive Analytics: Data-driven insights guide design by highlighting areas that need attention, such as specific content areas where learners struggle or interact heavily.