Educational datasets underpin AIED research and evaluation: student-misconceptions-conditionals-loops-taxonomy, book-level-synthetic-textbook-organization, and iks-instruct-dataset-indian-knowledge document dataset construction and the risks of synthetic or culturally narrow data (educational-nlp, benchmark).