Statistical Profile — UT MD ANDERSON CANCER CENTER
CCN 450076 | HARRIS, TX | 7 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
721
Beds
$4.90B
Net Revenue
-0.8%
Op Margin
87.1%
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: +3.2σ above national mean
- Net Patient Revenue: +10.0σ above national mean
- Operating Expenses: +9.7σ above national mean
- Gross Patient Revenue: +5.3σ above national mean
- Total Patient Days: +3.8σ above national mean
- Revenue per Bed: +2.7σ above national mean
- Expense per Bed: +2.2σ 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 | 721 | 63 | 54 | +3.22σ | P98 ▲ | P98 ▲ |
| Net Patient Revenue | $4.90B | $59.7M | $36.3M | +10.02σ | P100 ▲ | P100 ▲ |
| Operating Expenses | $4.94B | $62.7M | $37.1M | +9.69σ | P100 ▲ | P100 ▲ |
| Net Income | $-39.2M | $-2.1M | -315,113 | -0.19σ | P12 | P5 ▼ |
| Gross Patient Revenue | $10.93B | $186.6M | $134.7M | +5.27σ | P99 ▲ | P99 ▲ |
| Total Patient Days | 229,331 | 12,073 | 10,290 | +3.84σ | P99 ▲ | P98 ▲ |
| Medicare Day % | 32.3% | 30.9% | 28.1% | -0.08σ | P53 | P58 |
| Medicaid Day % | 0.5% | 5.1% | 1.9% | -0.71σ | P7 ▼ | P24 |
| Operating Margin | -0.8% | -4.8% | -0.7% | +0.28σ | P60 | P50 |
| Revenue per Bed | $6.8M | $1.2M | 843,354 | +2.75σ | P99 ▲ | P99 ▲ |
| Occupancy Rate | 87.1% | 53.7% | 52.9% | +1.39σ | P93 ▲ | P94 ▲ |
| Commercial Payer % | 67.2% | 61.2% | 69.3% | +0.39σ | P63 | P45 |
| Net-to-Gross Ratio | 44.8% | 33.3% | 28.5% | +0.30σ | P69 | P74 |
| Expense per Bed | $6.9M | $1.2M | 933,465 | +2.18σ | P99 ▲ | P99 ▲ |
| Revenue per Patient Day | 21,368 | 7,054 | 5,735 | +0.01σ | P90 | P89 |
| Payer Diversity Index | 0.444 | 0.473 | 0.412 | +0.05σ | P39 | P60 |
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% | $4.90B | $1.95B | +11.54σ |
| Operating Margin | 2.1% | -0.0080 | 0.0248 | -0.17σ |
| Occupancy Rate | 44.3% | 0.8714 | 1.1963 | -1.78σ |
| Revenue Per Bed | 2.6% | $6.8M | $2.9M | +2.05σ |
| Net To Gross Ratio | 22.4% | 0.4483 | 0.1963 | +1.45σ |