A Problem-Level Cognitive Framework for Analyzing Learning Performance: An Empirical Application in AI-Supported and Teacher-Mediated Statistics Instruction
A purpose-built Problem-Level Cognitive Framework is developed that represents assessment problems along two analytically independent dimensions: the dominant reasoning required for a conceptually adequate solution—Formal, Procedural, Theoretical, or Critical—and the structural complexity of the minimal valid solution...