Improving hospital readmission prediction using individualized utility analysis

•ML models for allocating interventions are selected based on discriminative ability.•Model usefulness should be considered when using models for allocation of resources.•Individualized utility analysis can measure model usefulness.•ML models have different usefulness based on utility and discriminative ability.