Statistical Profile — DALLAS COUNTY MEDICAL CENTER
CCN 041317 | DALLAS, AR | 2 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
22
Beds
$11.4M
Net Revenue
-13.9%
Op Margin
9.0%
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.
- Medicare Day %: +2.4σ above national mean
- Commercial Payer %: -2.1σ below national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and AR (n=108) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | AR Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 22 | 63 | 47 | -0.61σ | P13 | P10 ▼ |
| Net Patient Revenue | $11.4M | $59.7M | $24.9M | -0.45σ | P10 | P16 |
| Operating Expenses | $13.0M | $62.7M | $24.3M | -0.44σ | P10 ▼ | P19 |
| Net Income | $-1.6M | $-2.1M | $-1.4M | +0.08σ | P53 | P48 |
| Gross Patient Revenue | $23.3M | $186.6M | $69.6M | -0.45σ | P11 | P14 |
| Total Patient Days | 720 | 12,073 | 5,948 | -0.60σ | P4 ▼ | P5 ▼ |
| Medicare Day % | 82.8% | 30.9% | 38.2% | +2.44σ | P98 ▲ | P97 ▲ |
| Medicaid Day % | 1.8% | 5.1% | 8.8% | -0.60σ | P24 | P9 ▼ |
| Operating Margin | -13.9% | -4.8% | -7.6% | -0.37σ | P29 | P38 |
| Revenue per Bed | 518,383 | $1.2M | 688,471 | -0.50σ | P23 | P38 |
| Occupancy Rate | 9.0% | 53.7% | 46.1% | -1.69σ | P4 ▼ | P6 ▼ |
| Commercial Payer % | 15.4% | 61.2% | 53.3% | -2.13σ | P2 ▼ | P2 ▼ |
| Net-to-Gross Ratio | 48.9% | 33.3% | 33.3% | +0.50σ | P73 | P81 |
| Expense per Bed | 590,316 | $1.2M | 760,314 | -0.41σ | P25 | P38 |
| Revenue per Patient Day | 15,839 | 7,054 | 5,419 | -0.02σ | P83 | P92 ▲ |
| Payer Diversity Index | 0.291 | 0.473 | 0.519 | -1.02σ | P13 | P7 ▼ |
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% | $11.4M | $10.5M | +0.00σ |
| Operating Margin | 2.1% | -0.1388 | -0.0885 | -0.26σ |
| Occupancy Rate | 44.3% | 0.0897 | 0.2415 | -0.83σ |
| Revenue Per Bed | 2.6% | 518,383 | $1.4M | -0.45σ |
| Net To Gross Ratio | 22.4% | 0.4890 | 0.5713 | -0.47σ |