Hospital Reimbursement in the Presence of Cherry Picking and Upcoding

Savva, N, Debo, L and Shumsky, R A (2023) Hospital Reimbursement in the Presence of Cherry Picking and Upcoding. Management Science, 69 (11). pp. 6777-6799. ISSN 0025-1909

Abstract

Hospitals throughout the developed world are reimbursed on the basis of diagnosis-related groups (DRGs). Under this scheme, patients are divided into clinically meaningful groups, and hospitals receive a fixed fee per patient episode tied to the patient DRG. The fee is based on the average cost of providing care to patients who belong to the same DRG across all hospitals. This scheme, sometimes referred to as ‘yardstick competition’, provides incentives for cost reduction, as no hospital wants to operate at a higher cost than average, and can be implemented using accounting data alone. Nevertheless, if costs within a DRG are heterogeneous, this scheme may give rise to cherry-picking incentives, where providers ‘drop’ patients who are more expensive to treat than average. To address this problem, regulators have tried to reduce within DRG cost heterogeneity by expanding the number of DRG classes. In this paper, we show that even if cost heterogeneity is eliminated, such expansion will fail to completely eliminate patient cherry picking. In equilibrium, the market will bifurcate into two groups, one of which will continue to cherry-pick patients and underinvest in cost reduction, while the other group treats all patients. Furthermore, we show that DRG expansion is particularly problematic if hospitals are also able to ‘upcode’ patients, i.e., intentionally assign patients to a more resource-intensive DRG than needed to increase income. Upcoding increases within DRG cost heterogeneity and amplifies cherry-picking incentives. We examine potential solutions involving yardstick competition based on input statistics.