The Hospital Readmissions Reduction Program (HRRP), one of numerous pay-for-performance (P4P) schemes authorized by the Affordable Care Act, was sprung on the Medicare fee-for-service population on October 1, 2012 without being pre-tested and with no other evidence indicating what it is hospitals are supposed to do to reduce readmissions. Research on the impact of the HRRP conducted since 2012 is limited even at this late date [1], but the research suggests the HRRP has harmed patients, especially those with congestive heart failure (CHF) (CHF, heart attack, and pneumonia were the first three conditions covered by the HRRP). The Medicare Payment Advisory Commission (MedPAC) disagrees. MedPAC would have us believe the HRRP has done what MedPAC hoped it would do when they recommended it in their June 2007 report to Congress (see discussion of that report in Part I of this two-part series). In Chapter 1 of their June 2018 report to Congress, MedPAC claimed the HRRP has reduced 30-day readmissions of targeted patients without raising the mortality rate.
MedPAC is almost certainly wrong about that. What is indisputable is that MedPAC’s defense of the HRRP in that report was inexcusably sloppy and, therefore, not credible. To illustrate what is wrong with the MedPAC study, I will compare it with an excellent study published by Ankur Gupta et al. in JAMA Cardiology in November 2017. Like MedPAC, Gupta et al. reported that 30-day CHF readmission rates dropped after the HRRP went into effect. Unlike MedPAC, Gupta et al. reported an increase in mortality rates among CHF patients. [2]
We will see that the study by Gupta et al. is more credible than MedPAC’s for several reasons, the most important of which are: (1) Gupta et al. separated in-patient from post-discharge mortality, while MedPAC collapsed those two measures into one, thus disguising any

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