Statistical Profile — KALEIDA HEALTH
CCN 330005 | ERIE, NY | 4 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
954
Beds
$1.38B
Net Revenue
-8.8%
Op Margin
83.4%
Occupancy
4
Outlier Flags
Statistical Outliers (4)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Beds: +4.5σ above national mean
- Net Patient Revenue: +2.5σ above national mean
- Operating Expenses: +2.6σ above national mean
- Total Patient Days: +4.7σ 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 | 954 | 63 | 167 | +4.49σ | P99 ▲ | P96 ▲ |
| Net Patient Revenue | $1.38B | $59.7M | $214.1M | +2.49σ | P97 ▲ | P94 ▲ |
| Operating Expenses | $1.51B | $62.7M | $199.0M | +2.63σ | P98 ▲ | P91 ▲ |
| Net Income | $-121.8M | $-2.1M | $-34.8M | -0.76σ | P4 ▼ | P17 |
| Gross Patient Revenue | $4.13B | $186.6M | $749.0M | +1.70σ | P96 ▲ | P91 ▲ |
| Total Patient Days | 275,672 | 12,073 | 40,924 | +4.74σ | P99 ▲ | P96 ▲ |
| Medicare Day % | 16.7% | 30.9% | 26.8% | -0.87σ | P18 | P25 |
| Medicaid Day % | 3.7% | 5.1% | 4.6% | -0.46σ | P41 | P43 |
| Operating Margin | -8.8% | -4.8% | -17.5% | -0.12σ | P40 | P75 |
| Revenue per Bed | $1.5M | $1.2M | $1.5M | -0.02σ | P61 | P47 |
| Occupancy Rate | 83.4% | 53.7% | 67.3% | +1.24σ | P89 | P78 |
| Commercial Payer % | 79.6% | 61.2% | 66.7% | +1.00σ | P86 | P83 |
| Net-to-Gross Ratio | 33.5% | 33.3% | 35.0% | -0.24σ | P50 | P46 |
| Expense per Bed | $1.6M | $1.2M | $1.7M | +0.00σ | P63 | P44 |
| Revenue per Patient Day | 5,019 | 7,054 | 6,862 | -0.06σ | P32 | P21 |
| Payer Diversity Index | 0.337 | 0.473 | 0.458 | -0.70σ | P17 | P18 |
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% | $1.38B | $2.15B | -2.99σ |
| Operating Margin | 2.1% | -0.0880 | -0.0634 | -0.13σ |
| Occupancy Rate | 44.3% | 0.8336 | 1.0202 | -1.02σ |
| Revenue Per Bed | 2.6% | $1.5M | $2.4M | -0.47σ |
| Net To Gross Ratio | 22.4% | 0.3348 | 0.3357 | -0.00σ |