Statistical Profile — RANKIN COUNTY HOSPITAL DISTRICT
CCN 451329 | UPTON, TX | 3 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
15
Beds
$6.8M
Net Revenue
-50.0%
Op Margin
8.7%
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.
- Medicare Day %: +2.2σ above national mean
- Operating Margin: -2.2σ below national mean
- Net-to-Gross Ratio: +2.9σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and TX (n=583) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | TX Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 15 | 63 | 54 | -0.65σ | P5 ▼ | P6 ▼ |
| Net Patient Revenue | $6.8M | $59.7M | $36.3M | -0.46σ | P4 ▼ | P5 ▼ |
| Operating Expenses | $15.6M | $62.7M | $37.1M | -0.43σ | P13 | P20 |
| Net Income | $-8.8M | $-2.1M | -315,113 | +0.03σ | P29 | P19 |
| Gross Patient Revenue | $6.0M | $186.6M | $134.7M | -0.46σ | P2 ▼ | P2 ▼ |
| Total Patient Days | 475 | 12,073 | 10,290 | -0.60σ | P2 ▼ | P5 ▼ |
| Medicare Day % | 78.1% | 30.9% | 28.1% | +2.21σ | P97 ▲ | P97 ▲ |
| Operating Margin | -50.0% | -4.8% | -0.7% | -2.17σ | P0 ▼ | P0 ▼ |
| Revenue per Bed | 453,717 | $1.2M | 843,354 | -0.53σ | P20 | P27 |
| Occupancy Rate | 8.7% | 53.7% | 52.9% | -1.70σ | P3 ▼ | P7 ▼ |
| Commercial Payer % | 21.9% | 61.2% | 69.3% | -1.81σ | P5 ▼ | P3 ▼ |
| Net-to-Gross Ratio | 100.0% | 33.3% | 28.5% | +2.94σ | P98 ▲ | P97 ▲ |
| Expense per Bed | $1.0M | $1.2M | 933,465 | -0.22σ | P42 | P56 |
| Revenue per Patient Day | 14,328 | 7,054 | 5,735 | -0.02σ | P80 | P79 |
| Payer Diversity Index | 0.342 | 0.473 | 0.412 | -0.66σ | P18 | P28 |
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% | $6.8M | nan | +nanσ |
| Operating Margin | 2.1% | -0.5000 | nan | +nanσ |
| Occupancy Rate | 44.3% | 0.0868 | nan | +nanσ |
| Revenue Per Bed | 2.6% | 453,717 | nan | +nanσ |
| Net To Gross Ratio | 22.4% | 1.0000 | nan | +nanσ |