Abstract: Various embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for predictive data analysis. Certain embodiments utilize systems, methods, and computer program products that perform predictive metabolic intervention by utilizing at least one of activity recommendation machine learning models and prediction window encoding machine learning models.