ML Analysis — DOVER BEHAVIORAL HEALTH SYSTEM
CCN 084004 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Hold / Selective — investigate specific opportunities but be prepared for execution risk.
47
/ 100 (C)
Financial Health12/25
RCM Upside11/25
Market Position8/20
Demand Defensibility9/15
Operational Efficiency7/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-3.9%
R²=0.34 | n=4,907 | Grade B | Actual: 7.7%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-32.2%, 24.4%]. P52 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 267256.711 | -0.1831 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 246621.029 | +0.1738 | Higher Expense/Bed increases predicted margin | |
| Reimbursement Quality | 0.455 | -0.0729 | Higher Reimbursement Quality decreases predicted m | |
| State Peer Margin | 0.007 | +0.0391 | Higher State Peer Margin increases predicted margi | |
| Bed Utilization Value | 225077.182 | -0.0215 | Lower Bed Utilization Value decreases predicted ma |
nan%
Distress Risk
$0
RCM Opportunity
D
Opportunity Grade
7.7%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
DE distress rate: 28.6%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.842 | -0.294 | ▼ risk |
| Medicare Day Pct | 0.075 | -0.043 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 267256.712 | +0.077 | ▲ risk |
| Net To Gross Ratio | 0.492 | +0.055 | ▲ risk |
| Beds | 104.000 | -0.006 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $0
Current margin: 7.7%
Projected margin: 7.7%
Grade: D
Comps: 2112
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|
Predicted RCM Performance (Public Data Only)
B
RCM Grade
Average RCM profile — some improvement opportunities. Standard diligence scope recommended.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 25.0% | [2.0%, 25.0%] | P83 | Below average — denial rate suggests RCM improvement opportu |
| Days in AR | 75.0 | [25.0, 75.0] | P83 | Below average — days in ar suggests RCM improvement opportun |
| Clean Claim Rate | 98.0% | [80.0%, 98.0%] | P0 | Strong — predicted clean claim rate is in the top third. |
| Net Collection Rate | 99.5% | [90.0%, 99.5%] | P8 | Strong — predicted net collection rate is in the top third. |