A Knowledge Graph of Micro-topics and Learning Pathways (KGMLP) Improves Student Learning in two ways:

• Clear Learning Pathways: A knowledge graph provides students with a clear map of their learning journey. They can see how each concept they learn connects to what they’ve learned previously and what they will learn next, fostering a deeper understanding of the material’s overall structure.
• Motivation and Confidence: Understanding the dependencies between concepts can help students feel more confident as they can see their progress through the graph. It also helps them understand the importance of mastering foundational concepts before moving on to more advanced topics.