Bloom's stAIrcase

What is Conceptual Knowledge?

Conceptual knowledge goes beyond isolated facts to encompass the schemas, models, and theories that organize and connect information within a discipline. This type of knowledge helps students understand how individual pieces of information relate to one another and fit into broader frameworks and contexts.

Unlike factual knowledge, which consists of discrete pieces of information, conceptual knowledge involves the relationships, patterns, and organizing principles that give meaning to facts. Students with strong conceptual knowledge can see the "big picture," understand underlying principles, and transfer their learning to new contexts. They don't just know facts, they understand how those facts connect and why they matter.

In the Knowledge Dimension spectrum, conceptual knowledge sits between factual and procedural knowledge. It's more abstract than factual knowledge but more concrete than metacognitive and procedural knowledge.

AI Literacy Connection

AI can provide explanations of concepts, generate examples, and create visual representations. However, AI-generated explanations may lack the nuance and context that human teachers provide, and AI cannot assess whether students truly understand concepts or are just repeating information.

Teaching AI literacy through conceptual knowledge might look like, using AI to generate multiple examples of concepts in a context for students to review and evaluate; have students critique AI explanations of concepts through a lens (i.e. ethical); teaching students that AI may provide factually correct information without deep conceptual coherence, in other words, demystifying AI’s anthropomorphic status; emphasize that conceptual understanding enables students to evaluate AI outputs critically; and using AI-generated concept maps as discussion starters.