Synthetic data — AI-generated training and evaluation material — is examined in book-level-synthetic-textbook-organization, llm-educational-simulation-adhd, simulating-learner-task-selection, and data-annotations-pedagogical-hints: synthetic corpora scale research but carry fidelity and bias risks (benchmark, educational-datasets).