- Role of Inference: Inference modeling involves drawing conclusions about learner characteristics, such as motivation or skill mastery, based on observed data. This helps learning engineers understand factors that influence learner success beyond explicit metrics.
- Uses in Learning Analytics: Inference modeling can infer learner engagement levels from participation data or infer competencies from completed tasks. This helps provide a more nuanced understanding of learner progress and supports the development of personalized learning experiences.