Abstract: Various embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for performing predictive data analysis. Certain embodiments of the present invention utilize systems, methods, and computer program products that perform predictive data analysis by generating input processing rules using at least one of general clusters generated using all of a set of prediction input data objects, high-confidence clusters generated using prediction input data objects having threshold-satisfying clustering confidence scores, and low-confidence clusters generated using prediction input data objects having non-threshold-satisfying clustering confidence scores.