A predictive model is employed to schedule preemptive queries based on frequently utilized query paths in hierarchically structured data. The predictive model determining queries likely to be executed by a user or organization is generated and dynamically modified based on user or organization profiles, usage history, and similar factors. Queries are then executed according to a predefined schedule based on the predictive model and results cached. Cached results are provided to a requesting user more rapidly saving network and computing resources.