Statistical Profile — DANA-FARBER CANCER INSTITUTE
CCN 220162 | SUFFOLK, MA | 6 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
30
Beds
$1.88B
Net Revenue
-35.1%
Op Margin
87.8%
Occupancy
6
Outlier Flags
Statistical Outliers (6)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Net Patient Revenue: +3.6σ above national mean
- Operating Expenses: +4.8σ above national mean
- Net Income: -4.5σ below national mean
- Gross Patient Revenue: +2.4σ above national mean
- Revenue per Bed: +31.7σ above national mean
- Expense per Bed: +34.4σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and MA (n=99) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | MA Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 30 | 63 | 125 | -0.57σ | P31 | P7 ▼ |
| Net Patient Revenue | $1.88B | $59.7M | $149.8M | +3.56σ | P98 ▲ | P96 ▲ |
| Operating Expenses | $2.54B | $62.7M | $150.2M | +4.77σ | P99 ▲ | P97 ▲ |
| Net Income | $-660.4M | $-2.1M | $-15.4M | -4.50σ | P0 ▼ | P3 ▼ |
| Gross Patient Revenue | $5.41B | $186.6M | $360.1M | +2.37σ | P97 ▲ | P96 ▲ |
| Total Patient Days | 9,609 | 12,073 | 32,860 | -0.43σ | P46 | P11 |
| Medicare Day % | 35.1% | 30.9% | 33.5% | +0.06σ | P59 | P58 |
| Medicaid Day % | 1.6% | 5.1% | 9.4% | -0.62σ | P21 | P9 ▼ |
| Operating Margin | -35.1% | -4.8% | -12.2% | -1.42σ | P10 | P15 |
| Revenue per Bed | $62.8M | $1.2M | $1.4M | +31.68σ | P100 ▲ | P99 ▲ |
| Occupancy Rate | 87.8% | 53.7% | 70.6% | +1.41σ | P94 ▲ | P77 |
| Commercial Payer % | 63.3% | 61.2% | 53.7% | +0.20σ | P54 | P73 |
| Net-to-Gross Ratio | 34.8% | 33.3% | 43.6% | -0.18σ | P53 | P24 |
| Expense per Bed | $84.8M | $1.2M | $1.5M | +34.41σ | P100 ▲ | P99 ▲ |
| Revenue per Patient Day | 196,026 | 7,054 | 5,549 | +0.66σ | P100 ▲ | P99 ▲ |
| Payer Diversity Index | 0.476 | 0.473 | 0.530 | +0.27σ | P51 | P31 |
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% | $1.88B | $66.3M | +7.10σ |
| Operating Margin | 2.1% | -0.3506 | -0.0465 | -1.60σ |
| Occupancy Rate | 44.3% | 0.8775 | 0.5373 | +1.86σ |
| Revenue Per Bed | 2.6% | $62.8M | $1.7M | +31.86σ |
| Net To Gross Ratio | 22.4% | 0.3483 | 0.3818 | -0.19σ |