Statistical Profile — ARTHUR G JAMES CANCER HOSPITAL
CCN 360242 | FRANKLIN, OH | 5 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
356
Beds
$1.95B
Net Revenue
21.0%
Op Margin
81.8%
Occupancy
5
Outlier Flags
Statistical Outliers (5)
Metrics where this hospital is >2 standard deviations from the national mean. Investigate in diligence — could signal operational issues or data quality problems.
- Net Patient Revenue: +3.7σ above national mean
- Operating Expenses: +2.7σ above national mean
- Net Income: +2.9σ above national mean
- Gross Patient Revenue: +2.1σ above national mean
- Revenue per Bed: +2.1σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and OH (n=235) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | OH Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 356 | 63 | 77 | +1.22σ | P91 ▲ | P90 |
| Net Patient Revenue | $1.95B | $59.7M | $74.7M | +3.70σ | P99 ▲ | P97 ▲ |
| Operating Expenses | $1.54B | $62.7M | $65.4M | +2.70σ | P98 ▲ | P96 ▲ |
| Net Income | $408.8M | $-2.1M | -371,404 | +2.93σ | P100 ▲ | P100 ▲ |
| Gross Patient Revenue | $4.94B | $186.6M | $238.2M | +2.12σ | P97 ▲ | P95 ▲ |
| Total Patient Days | 106,351 | 12,073 | 12,920 | +1.45σ | P93 ▲ | P92 ▲ |
| Medicare Day % | 23.1% | 30.9% | 26.9% | -0.55σ | P31 | P38 |
| Medicaid Day % | 4.8% | 5.1% | 3.7% | -0.37σ | P48 | P62 |
| Operating Margin | 21.0% | -4.8% | -0.3% | +1.37σ | P93 ▲ | P91 ▲ |
| Revenue per Bed | $5.5M | $1.2M | $1.3M | +2.06σ | P99 ▲ | P99 ▲ |
| Occupancy Rate | 81.8% | 53.7% | 53.3% | +1.18σ | P88 | P95 ▲ |
| Commercial Payer % | 72.1% | 61.2% | 69.1% | +0.63σ | P74 | P63 |
| Net-to-Gross Ratio | 39.5% | 33.3% | 30.7% | +0.05σ | P61 | P72 |
| Expense per Bed | $4.3M | $1.2M | $1.3M | +1.14σ | P97 ▲ | P98 ▲ |
| Revenue per Patient Day | 18,310 | 7,054 | 7,089 | -0.01σ | P86 | P87 |
| Payer Diversity Index | 0.424 | 0.473 | 0.445 | -0.09σ | P33 | P40 |
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% | $1.95B | $834.1M | +4.35σ |
| Operating Margin | 2.1% | 0.2099 | -0.0359 | +1.29σ |
| Occupancy Rate | 44.3% | 0.8185 | 0.7645 | +0.30σ |
| Revenue Per Bed | 2.6% | $5.5M | $2.0M | +1.80σ |
| Net To Gross Ratio | 22.4% | 0.3945 | 0.3097 | +0.49σ |