Statistical Profile — ROSWELL PARK CANCER INSTITUTE
CCN 330354 | ERIE, NY | 3 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
142
Beds
$772.3M
Net Revenue
-40.1%
Op Margin
84.5%
Occupancy
3
Outlier Flags
Statistical Outliers (3)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Net Income: -2.1σ below national mean
- Revenue per Bed: +2.0σ above national mean
- Expense per Bed: +2.5σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and NY (n=196) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | NY Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 142 | 63 | 167 | +0.05σ | P71 | P43 |
| Net Patient Revenue | $772.3M | $59.7M | $214.1M | +1.18σ | P94 ▲ | P83 |
| Operating Expenses | $1.08B | $62.7M | $199.0M | +1.76σ | P96 ▲ | P87 |
| Net Income | $-309.8M | $-2.1M | $-34.8M | -2.07σ | P1 ▼ | P6 ▼ |
| Gross Patient Revenue | $2.35B | $186.6M | $749.0M | +0.77σ | P89 | P81 |
| Total Patient Days | 43,783 | 12,073 | 40,924 | +0.24σ | P78 | P53 |
| Medicare Day % | 25.4% | 30.9% | 26.8% | -0.43σ | P36 | P45 |
| Medicaid Day % | 1.0% | 5.1% | 4.6% | -0.67σ | P15 | P7 ▼ |
| Operating Margin | -40.1% | -4.8% | -17.5% | -1.68σ | P8 ▼ | P13 |
| Revenue per Bed | $5.4M | $1.2M | $1.5M | +2.04σ | P99 ▲ | P97 ▲ |
| Occupancy Rate | 84.5% | 53.7% | 67.3% | +1.29σ | P91 ▲ | P79 |
| Commercial Payer % | 73.6% | 61.2% | 66.7% | +0.71σ | P77 | P71 |
| Net-to-Gross Ratio | 32.9% | 33.3% | 35.0% | -0.27σ | P49 | P45 |
| Expense per Bed | $7.6M | $1.2M | $1.7M | +2.50σ | P99 ▲ | P98 ▲ |
| Revenue per Patient Day | 17,640 | 7,054 | 6,862 | -0.01σ | P85 | P96 ▲ |
| Payer Diversity Index | 0.394 | 0.473 | 0.458 | -0.30σ | P26 | P26 |
Multi-Variable Regression Residuals
For each key metric, the national regression model predicts a value. The residual shows how much this hospital over/under-performs after controlling for all other variables.
| Target | Model R² | Actual | Predicted | Residual |
|---|---|---|---|---|
| Net Patient Revenue | 74.0% | $772.3M | $339.3M | +1.69σ |
| Operating Margin | 2.1% | -0.4011 | -0.0353 | -1.93σ |
| Occupancy Rate | 44.3% | 0.8447 | 0.6519 | +1.06σ |
| Revenue Per Bed | 2.6% | $5.4M | $1.9M | +1.86σ |
| Net To Gross Ratio | 22.4% | 0.3287 | 0.3296 | -0.01σ |