Statistical Profile — AHC WHITE OAK MEDICAL CENTER
CCN 210016 | MONTGOMERY, MD | 2 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
196
Beds
$323.2M
Net Revenue
-43.2%
Op Margin
112.2%
Occupancy
2
Outlier Flags
Statistical Outliers (2)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Occupancy Rate: +2.4σ above national mean
- Net-to-Gross Ratio: +2.1σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and MD (n=59) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | MD Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 196 | 63 | 190 | +0.34σ | P79 | P53 |
| Net Patient Revenue | $323.2M | $59.7M | $270.0M | +0.22σ | P82 | P61 |
| Operating Expenses | $463.0M | $62.7M | $272.2M | +0.49σ | P87 | P76 |
| Net Income | $-139.8M | $-2.1M | $-24.1M | -0.88σ | P3 ▼ | P7 ▼ |
| Gross Patient Revenue | $390.5M | $186.6M | $335.5M | -0.26σ | P62 | P59 |
| Total Patient Days | 80,244 | 12,073 | 46,903 | +0.95σ | P89 | P79 |
| Medicare Day % | 40.1% | 30.9% | 39.6% | +0.31σ | P68 | P50 |
| Medicaid Day % | 15.3% | 5.1% | 6.6% | +0.46σ | P82 | P87 |
| Operating Margin | -43.2% | -4.8% | -8.3% | -1.83σ | P8 ▼ | P8 ▼ |
| Revenue per Bed | $1.6M | $1.2M | $1.5M | +0.09σ | P68 | P63 |
| Occupancy Rate | 112.2% | 53.7% | 74.4% | +2.38σ | P100 ▲ | P98 ▲ |
| Commercial Payer % | 44.6% | 61.2% | 53.5% | -0.71σ | P24 | P24 |
| Net-to-Gross Ratio | 82.8% | 33.3% | 83.2% | +2.12σ | P96 ▲ | P41 |
| Expense per Bed | $2.4M | $1.2M | $1.5M | +0.33σ | P83 | P86 |
| Revenue per Patient Day | 4,028 | 7,054 | 5,725 | -0.06σ | P25 | P14 |
| Payer Diversity Index | 0.617 | 0.473 | 0.534 | +1.26σ | P95 ▲ | P98 ▲ |
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% | $323.2M | $699.6M | -1.47σ |
| Operating Margin | 2.1% | -0.4325 | -0.0251 | -2.14σ |
| Occupancy Rate | 44.3% | 1.1217 | 0.8827 | +1.31σ |
| Revenue Per Bed | 2.6% | $1.6M | $2.4M | -0.40σ |
| Net To Gross Ratio | 22.4% | 0.8277 | 0.3912 | +2.52σ |