Statistical Profile — RED RIVER HOSPITAL
CCN 454018 | WICHITA, TX | 0 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
96
Beds
$21.4M
Net Revenue
9.1%
Op Margin
77.4%
Occupancy
0
Outlier Flags
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 | 96 | 63 | 54 | -0.20σ | P59 | P66 |
| Net Patient Revenue | $21.4M | $59.7M | $36.3M | -0.43σ | P24 | P34 |
| Operating Expenses | $19.4M | $62.7M | $37.1M | -0.43σ | P19 | P26 |
| Net Income | $1.9M | $-2.1M | -315,113 | +0.10σ | P73 | P61 |
| Gross Patient Revenue | $58.9M | $186.6M | $134.7M | -0.43σ | P28 | P35 |
| Total Patient Days | 27,108 | 12,073 | 10,290 | -0.09σ | P68 | P73 |
| Medicare Day % | 7.8% | 30.9% | 28.1% | -1.31σ | P9 ▼ | P10 ▼ |
| Medicaid Day % | 0.5% | 5.1% | 1.9% | -0.70σ | P9 ▼ | P26 |
| Operating Margin | 9.1% | -4.8% | -0.7% | +0.78σ | P81 | P69 |
| Revenue per Bed | 222,661 | $1.2M | 843,354 | -0.65σ | P6 ▼ | P9 ▼ |
| Occupancy Rate | 77.4% | 53.7% | 52.9% | +1.01σ | P83 | P82 |
| Commercial Payer % | 91.6% | 61.2% | 69.3% | +1.58σ | P93 ▲ | P89 |
| Net-to-Gross Ratio | 36.3% | 33.3% | 28.5% | -0.11σ | P56 | P65 |
| Expense per Bed | 202,467 | $1.2M | 933,465 | -0.57σ | P4 ▼ | P6 ▼ |
| Revenue per Patient Day | 788.5281 | 7,054 | 5,735 | -0.07σ | P3 ▼ | P4 ▼ |
| Payer Diversity Index | 0.155 | 0.473 | 0.412 | -1.97σ | P7 ▼ | P11 |
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% | $21.4M | $170.3M | -0.58σ |
| Operating Margin | 2.1% | 0.0907 | -0.0354 | +0.66σ |
| Occupancy Rate | 44.3% | 0.7736 | 0.6479 | +0.69σ |
| Revenue Per Bed | 2.6% | 222,661 | $1.8M | -0.81σ |
| Net To Gross Ratio | 22.4% | 0.3627 | 0.2864 | +0.44σ |