In various embodiments, tools, strategies, and techniques are provided for analyzing student performance and learning activity to facilitate enhancing the student experience in different learning environments. A learning analysis system can be provided that uses a statistical analysis framework for making inferences about the level of learning of both individual students and classes of multiple students in association with different knowledge components included in a learning domain.