ML Analysis — SOUTHERN VIRGINIA MENTAL HEALTH INST
CCN 494017 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Speculative — only pursue if turnaround thesis is strong and entry multiple reflects risk.
42
/ 100 (D)
Financial Health3/25
RCM Upside20/25
Market Position10/20
Demand Defensibility8/15
Operational Efficiency0/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Expenses exceed revenue
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-1.8%
R²=0.34 | n=4,907 | Grade B | Actual: -50.0%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-30.1%, 26.5%]. P57 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 15528.903 | -0.2183 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 298077.986 | +0.1674 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | 0.044 | +0.0666 | Higher State Peer Margin increases predicted margi | |
| Reimbursement Quality | 0.044 | +0.0453 | Higher Reimbursement Quality increases predicted m | |
| Net-to-Gross | 0.045 | -0.0363 | Lower Net-to-Gross decreases predicted margin |
Turnaround: 47%Turnaround possible (47%) but uncertain. Margin improvement depends on improving Revenue/Bed.
nan%
Distress Risk
$38K
RCM Opportunity
D
Opportunity Grade
-46.6%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
VA distress rate: 29.6%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.893 | -0.341 | ▼ risk |
| Medicare Day Pct | 0.026 | -0.052 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Net To Gross Ratio | 0.045 | -0.144 | ▼ risk |
| Revenue Per Bed | 15528.903 | +0.092 | ▲ risk |
| Beds | 72.000 | -0.010 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $38K
Current margin: -50.0%
Projected margin: -46.6%
Grade: D
Comps: 56
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Net-to-Gross Ratio Improvement | 0.045 | 0.336 | 29.1% | $38K | 65% | 18mo |
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. |