ML Analysis — SSH - CENTRAL PA
CCN 392039 | 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.
46
/ 100 (C)
Financial Health16/25
RCM Upside7/25
Market Position6/20
Demand Defensibility12/15
Operational Efficiency5/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-3.4%
R²=0.34 | n=4,907 | Grade B | Actual: 12.6%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-31.7%, 24.9%]. P53 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 482846.511 | +0.1447 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 552568.424 | -0.1433 | Lower Revenue/Bed decreases predicted margin | |
| Reimbursement Quality | 0.085 | +0.0336 | Higher Reimbursement Quality increases predicted m | |
| Net-to-Gross | 0.155 | -0.0240 | Lower Net-to-Gross decreases predicted margin | |
| Bed Utilization Value | 422456.496 | -0.0149 | Lower Bed Utilization Value decreases predicted ma |
nan%
Distress Risk
$5.2M
RCM Opportunity
B
Opportunity Grade
22.9%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
PA distress rate: 48.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.765 | -0.222 | ▼ risk |
| Medicare Day Pct | 0.453 | +0.022 | ▲ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Net To Gross Ratio | 0.155 | -0.095 | ▼ risk |
| Revenue Per Bed | 552568.424 | +0.061 | ▲ risk |
| Beds | 92.000 | -0.008 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $5.2M
Current margin: 12.6%
Projected margin: 22.9%
Grade: B
Comps: 101
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Payer Mix Optimization | 0.547 | 0.809 | 26.1% | $3.9M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.155 | 0.378 | 22.3% | $1.3M | 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. |