Hospital quality
Quality of Medicare-certified hospitals from CMS Care Compare: the
overall star rating from dim_hospital, and healthcare-associated
infection (HAI) results from fct_hospital_quality. Quality scores are
only comparable within a measure, so each view below is filtered to
specific measure_ids and never aggregates across measures.
Overall star ratings
Hospitals
With a star rating
Average stars
Healthcare-associated infections
Standardized infection ratios (SIR): below 1.0 means fewer infections than the national baseline predicts, above 1.0 means more. Each SIR measure is summarized separately. Averages are unweighted means across reporting hospitals — small and large facilities count equally.
Hospital Readmissions Reduction Program (HRRP)
CMS's Hospital Readmissions Reduction Program docks Medicare inpatient
payments for hospitals whose 30-day risk-adjusted readmissions exceed
the national expected rate for six clinical conditions: acute
myocardial infarction (AMI), coronary artery bypass grafting
(CABG), chronic obstructive pulmonary disease (COPD), heart
failure (HF), elective primary hip or knee replacement (HIP-KNEE),
and pneumonia (PN). The core signal is the excess readmission
ratio — a hospital-condition-level ratio of predicted to expected
readmissions where ERR > 1 triggers a penalty.
Hospitals in HRRP
Hospital-condition rows with ERR
Share of measured rows penalized
Every hospital appears in all six conditions (18,330 rows = 3,055
hospitals × 6 conditions), but CMS suppresses low-volume cells, so
only 11,720 of the 18,330 rows carry an ERR. Roughly half of those
measured rows (48%) sit above 1.0 — that's expected by construction,
since ERR is calibrated so the national aggregate lands at 1.0.
ERR distribution by condition
Reporting depth varies by condition: pneumonia (2,715 hospitals) and heart failure (2,621) are close to universal, while coronary artery bypass (878) is limited to hospitals that perform enough cases. Penalized shares hover near 46–50% for every condition — the tails are what differ.
HRRP by state
Joining to dim_hospital for the state attaches state labels; 20
CCNs in the HRRP file don't reconcile with the Care Compare hospital
roster and are dropped by the inner join.
Hospital Value-Based Purchasing (VBP)
The Value-Based Purchasing program redistributes 2% of Medicare inpatient payments based on a total performance score built from four equally-weighted domains: clinical outcomes, person and community engagement, safety, and efficiency and cost reduction. The domain scores below are the weighted contribution to the 100-point total (each domain nominally worth 25 points before reweighting).
Hospitals in VBP
Fiscal year
Avg TPS
Median TPS
FY2026 covers 2,455 hospitals; Maryland participates under an all-payer waiver and does not appear in the file. 156 hospitals were reweighted on at least one domain — CMS drops a domain when it can't score enough measures — so the domain averages below exclude those NULLs.
Total performance score distribution
TPS is right-skewed: the median hospital lands at 29.5 out of 100, but a long tail runs into the 70s and higher — those hospitals capture the positive side of the 2% redistribution.
Domain decomposition
Safety and person-and-community-engagement contribute the most on average; clinical outcomes and efficiency contribute the least. The domains are equally weighted before reweighting, so these gaps reflect how hard each domain is to score highly on rather than a policy preference.
TPS vs overall star rating
Both signals summarize hospital performance but from very different
inputs: the overall star rating rolls up dozens of Care Compare
measures into a 1–5 rating, while TPS blends the four VBP domains.
Plotting average TPS by star bucket confirms they move together —
five-star hospitals average roughly twice the TPS of one-star
hospitals. The chart covers 2,417 of the 2,455 VBP hospitals: 9
CCNs don't reconcile with dim_hospital (the same vintage gap as
the HRRP state view) and another 29 hospitals have no published
star rating.
Caveats
- Scores are comparable within a measure only.
scoresemantics infct_hospital_qualityvary bymeasure_domainandmeasure_id— a HCAHPS star rating, a mortality rate per 100, a standardized infection ratio, and a readmission rate all live in the same column. Every view on this page filters to a specific measure (or a small family of related SIR measures) and never aggregates across them. The HAI averages are additionally unweighted means across reporting hospitals, so small and large facilities count equally. - Suppressed and "Not Available" cells are kept as
NULL, not zero.fct_hospital_quality,fct_hospital_readmissions, andfct_hospital_vbpall preserve CMS's small-count suppression and'Not Available'sentinels as nulls. Coverage counts on this page are always non-null observations, not row counts — e.g. 11,720 of 18,330 HRRP rows carry anexcess_readmission_ratio; the other 6,610 (36%) are ineligible or suppressed. HRRPis calibrated to a national average of 1.0. The excess readmission ratio is a predicted-to-expected ratio; roughly half the measured hospitals sit above 1.0 by construction, so a ~48% penalized share is the baseline outcome of the program, not a quality signal on its own. Penalized shares below in the by-state and by-condition tables should be read against that ~48% baseline.HRRPandVBPsnapshots trail the Care Compare provider file. Both mart tests join todim_hospitalat warn severity: HRRP (2026-01-26 vintage) has 20 CCNs / 120 rows that don't reconcile with the 2026-07-22 provider snapshot; VBP has 9. This is a structural annual-vs-quarterly cadence gap — the state-level HRRP view and the TPS-vs-stars chart drop those rows via inner join, so their coverage (e.g. 2,417 of 2,455 VBP hospitals in the star-rating view) trails the mart totals.VBPreweighting excludes some domain scores. 156 of the 2,455 FY2026 hospitals are missing at least one weighted domain score because CMS reweights the remaining domains when a hospital lacks enough measure data. Those rows are kept in the mart; the domain-average table on this page necessarily excludes each domain's null hospitals, so scored-hospital counts differ across domains. Maryland is absent entirely — its hospitals are exempt fromVBPunder the state's all-payer model.HRRPmeasurement window is fixed. Every row in the current HRRP vintage covers the same 2021-07-01 → 2024-06-30 window (CMS publishes annually over a three-year rolling period), so nothing in the HRRP sections is a time series.
