1. A predictive model-based method for measurement data acquisition in a data processing system, comprising the steps of: dynamically constructing a predictive model for managing system resources, wherein the predictive model includes a model definition, estimates of model parameters, and input data; and managing said system resources using predicted values for resource consumption generated by the predictive model.