  Retrospective testing of predictive models does not consider the real-world
context in which models are deployed. Prospective validation, on the other
hand, enables meaningful comparisons between data generation processes by
incorporating trained models and considering the subjective decisions that
affect reproducibility. Prospective experiments are essential for consistent
progress in modeling.
