Statistical Profile — DALLAS CO. HOSP. DIST.
CCN 450015 | DALLAS, TX | 7 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
786
Beds
$985.4M
Net Revenue
-50.0%
Op Margin
82.0%
Occupancy
7
Outlier Flags
Statistical Outliers (7)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Beds: +3.6σ above national mean
- Operating Expenses: +4.4σ above national mean
- Net Income: -9.7σ below national mean
- Gross Patient Revenue: +3.9σ above national mean
- Total Patient Days: +4.0σ above national mean
- Medicaid Day %: +3.5σ above national mean
- Operating Margin: -2.2σ below 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 | 786 | 63 | 54 | +3.57σ | P99 ▲ | P98 ▲ |
| Net Patient Revenue | $985.4M | $59.7M | $36.3M | +1.64σ | P95 ▲ | P97 ▲ |
| Operating Expenses | $2.39B | $62.7M | $37.1M | +4.45σ | P99 ▲ | P99 ▲ |
| Net Income | $-1.40B | $-2.1M | -315,113 | -9.66σ | P0 ▼ | P0 ▼ |
| Gross Patient Revenue | $8.36B | $186.6M | $134.7M | +3.92σ | P99 ▲ | P99 ▲ |
| Total Patient Days | 234,927 | 12,073 | 10,290 | +3.95σ | P99 ▲ | P99 ▲ |
| Medicare Day % | 6.9% | 30.9% | 28.1% | -1.36σ | P8 ▼ | P9 ▼ |
| Medicaid Day % | 53.8% | 5.1% | 1.9% | +3.50σ | P98 ▲ | P99 ▲ |
| Operating Margin | -50.0% | -4.8% | -0.7% | -2.17σ | P0 ▼ | P0 ▼ |
| Revenue per Bed | $1.3M | $1.2M | 843,354 | -0.12σ | P52 | P67 |
| Occupancy Rate | 82.0% | 53.7% | 52.9% | +1.19σ | P88 | P88 |
| Commercial Payer % | 39.4% | 61.2% | 69.3% | -0.96σ | P17 | P14 |
| Net-to-Gross Ratio | 11.8% | 33.3% | 28.5% | -1.28σ | P4 ▼ | P8 ▼ |
| Expense per Bed | $3.0M | $1.2M | 933,465 | +0.61σ | P91 ▲ | P93 ▲ |
| Revenue per Patient Day | 4,195 | 7,054 | 5,735 | -0.06σ | P26 | P35 |
| Payer Diversity Index | 0.551 | 0.473 | 0.412 | +0.80σ | P84 | 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% | $985.4M | $1.46B | -1.86σ |
| Operating Margin | 2.1% | -0.5000 | -0.0944 | -2.14σ |
| Occupancy Rate | 44.3% | 0.8203 | 0.8949 | -0.41σ |
| Revenue Per Bed | 2.6% | $1.3M | $2.0M | -0.39σ |
| Net To Gross Ratio | 22.4% | 0.1178 | 0.4048 | -1.66σ |