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Hospital Readmission Reduction Program Penalties for Hospitals With High Medicare Advantage Penetration
Zoey Chopra1,2,3, Andrew M Ryan4,5, Geoffrey J Hoffman6,7
1Department of Economics, University of Michigan, Ann Arbor.
JAMA Network Open
|January 22, 2026
Summary
Medicare Advantage (MA) penetration may distort Hospital Readmissions Reduction Program (HRRP) penalties. Adjusting for MA penetration could redistribute millions in penalties, suggesting its inclusion in risk adjustment models.
Area of Science:
- Health Services Research
- Healthcare Policy
- Health Economics
Background:
- The Hospital Readmissions Reduction Program (HRRP) penalizes hospitals for excess readmissions among traditional Medicare (TM) beneficiaries.
- Medicare Advantage (MA) enrollment is rising, with MA beneficiaries often being healthier than TM patients, potentially creating unobservable differences in patient severity.
Purpose of the Study:
- To investigate if unobserved patient selection, indicated by MA penetration, distorts HRRP penalties.
- To assess the impact of peer grouping, introduced in 2019, on these potential distortions.
Main Methods:
- Retrospective cohort study of hospitals from fiscal years 2019-2022, analyzing 6 HRRP-targeted conditions.
- Examined the association between MA penetration and excess readmission ratios (ERRs), controlling for covariates.
- Rescaled ERRs by MA penetration and reestimated HRRP penalties under different grouping paradigms.
Main Results:
- Hospitals with lower MA penetration faced higher penalties, while those with higher MA penetration faced lower penalties after adjustment.
- Estimated annual penalty redistributions range from $284 to $297 million.
- Peer grouping did not mitigate the observed penalty distortions.
Conclusions:
- Unobserved patient selection associated with MA penetration can distort HRRP penalties.
- Explicitly including MA penetration in risk adjustment or peer group definitions may reduce these distortions.
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