Statistical Profile — MEDICAL CITY DALLAS
CCN 450647 | DALLAS, TX | 6 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
819
Beds
$1.33B
Net Revenue
49.7%
Op Margin
69.6%
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.
- Beds: +3.8σ above national mean
- Net Patient Revenue: +2.4σ above national mean
- Net Income: +4.7σ above national mean
- Gross Patient Revenue: +4.7σ above national mean
- Total Patient Days: +3.4σ above national mean
- Operating Margin: +2.8σ 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 | 819 | 63 | 54 | +3.75σ | P99 ▲ | P98 ▲ |
| Net Patient Revenue | $1.33B | $59.7M | $36.3M | +2.37σ | P97 ▲ | P98 ▲ |
| Operating Expenses | $667.0M | $62.7M | $37.1M | +0.91σ | P92 ▲ | P95 ▲ |
| Net Income | $658.1M | $-2.1M | -315,113 | +4.66σ | P100 ▲ | P100 ▲ |
| Gross Patient Revenue | $9.78B | $186.6M | $134.7M | +4.66σ | P99 ▲ | P99 ▲ |
| Total Patient Days | 208,040 | 12,073 | 10,290 | +3.43σ | P98 ▲ | P98 ▲ |
| Medicare Day % | 14.7% | 30.9% | 28.1% | -0.97σ | P16 | P18 |
| Medicaid Day % | 2.4% | 5.1% | 1.9% | -0.56σ | P29 | P55 |
| Operating Margin | 49.7% | -4.8% | -0.7% | +2.80σ | P100 ▲ | P99 ▲ |
| Revenue per Bed | $1.6M | $1.2M | 843,354 | +0.07σ | P66 | P81 |
| Occupancy Rate | 69.6% | 53.7% | 52.9% | +0.70σ | P71 | P71 |
| Commercial Payer % | 83.0% | 61.2% | 69.3% | +1.16σ | P89 | P82 |
| Net-to-Gross Ratio | 13.6% | 33.3% | 28.5% | -1.19σ | P6 ▼ | P13 |
| Expense per Bed | 814,430 | $1.2M | 933,465 | -0.31σ | P34 | P46 |
| Revenue per Patient Day | 6,370 | 7,054 | 5,735 | -0.05σ | P44 | P54 |
| Payer Diversity Index | 0.290 | 0.473 | 0.412 | -1.03σ | P13 | P21 |
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% | $1.33B | $1.54B | -0.85σ |
| Operating Margin | 2.1% | 0.4966 | -0.0730 | +3.00σ |
| Occupancy Rate | 44.3% | 0.6959 | 0.6171 | +0.43σ |
| Revenue Per Bed | 2.6% | $1.6M | $1.4M | +0.09σ |
| Net To Gross Ratio | 22.4% | 0.1356 | 0.2446 | -0.63σ |