Statistical Profile — KALAMAZOO PSYCHIATRIC HOSPITAL
CCN 234026 | KALAMAZOO, MI | 2 outlier flags
🛡️ Public data only — no PHI permitted on this instance.
201
Beds
$10.9M
Net Revenue
-50.0%
Op Margin
68.4%
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.
- Operating Margin: -2.2σ below national mean
- Net-to-Gross Ratio: +2.9σ above national mean
Statistical Profile — All Variables
Each metric compared to national (n=6,123) and MI (n=163) peers. Z-score shows standard deviations from national mean.
| Metric | Hospital | Nat'l Median | MI Median | Z-Score | Nat'l %ile | State %ile |
|---|---|---|---|---|---|---|
| Beds | 201 | 63 | 55 | +0.37σ | P79 | P77 |
| Net Patient Revenue | $10.9M | $59.7M | $69.7M | -0.45σ | P9 ▼ | P6 ▼ |
| Operating Expenses | $63.0M | $62.7M | $72.4M | -0.34σ | P50 | P44 |
| Net Income | $-52.1M | $-2.1M | $-2.8M | -0.28σ | P9 ▼ | P10 ▼ |
| Gross Patient Revenue | $10.9M | $186.6M | $225.6M | -0.46σ | P4 ▼ | P2 ▼ |
| Total Patient Days | 50,167 | 12,073 | 11,507 | +0.36σ | P80 | P74 |
| Medicare Day % | 3.1% | 30.9% | 28.4% | -1.55σ | P4 ▼ | P2 ▼ |
| Medicaid Day % | 9.3% | 5.1% | 3.4% | -0.01σ | P70 | P94 ▲ |
| Operating Margin | -50.0% | -4.8% | -5.2% | -2.17σ | P0 ▼ | P0 ▼ |
| Revenue per Bed | 54,336 | $1.2M | $1.5M | -0.74σ | P1 ▼ | P1 ▼ |
| Occupancy Rate | 68.4% | 53.7% | 54.2% | +0.65σ | P69 | P66 |
| Commercial Payer % | 87.6% | 61.2% | 67.4% | +1.39σ | P91 ▲ | P92 ▲ |
| Net-to-Gross Ratio | 100.0% | 33.3% | 34.6% | +2.94σ | P98 ▲ | P98 ▲ |
| Expense per Bed | 313,531 | $1.2M | $1.5M | -0.52σ | P10 | P9 ▼ |
| Revenue per Patient Day | 217.7027 | 7,054 | 8,899 | -0.07σ | P1 ▼ | P1 ▼ |
| Payer Diversity Index | 0.223 | 0.473 | 0.453 | -1.49σ | P10 ▼ | P9 ▼ |
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% | $10.9M | $316.5M | -1.19σ |
| Operating Margin | 2.1% | -0.5000 | -0.0608 | -2.31σ |
| Occupancy Rate | 44.3% | 0.6838 | 0.6129 | +0.39σ |
| Revenue Per Bed | 2.6% | 54,336 | $1.6M | -0.80σ |
| Net To Gross Ratio | 22.4% | 1.0000 | 0.3052 | +4.01σ |