Abstract: A method and system for learning recommendation simulations for an online learning environment includes a topic graph generator, a virtual learner generator, and a learning recommendation simulator, A virtual learner traverses topics on the topic graph and learns from learning nuggets included in each topic. The virtual learner's learning performance is assessed and used to modify learning nugget attributes for each of the learning nuggets.