ML Analysis — PIONEER MEMORIAL HOSPITAL
CCN 381310 | 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.
39
/ 100 (D)
Financial Health4/25
RCM Upside18/25
Market Position8/20
Demand Defensibility5/15
Operational Efficiency4/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
- Expenses exceed revenue
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-23.3%
R²=0.34 | n=4,907 | Grade B | Actual: -37.8%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-51.6%, 5.0%]. P17 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Reimbursement Quality | 0.733 | -0.1528 | Higher Reimbursement Quality decreases predicted m | |
| Revenue/Bed | 763106.000 | -0.1139 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 1051553.524 | +0.0746 | Higher Expense/Bed increases predicted margin | |
| Net-to-Gross | 1.000 | +0.0708 | Higher Net-to-Gross increases predicted margin | |
| Log(Beds) | 3.045 | -0.0309 | Lower Log(Beds) decreases predicted margin |
Turnaround: 16%Low turnaround probability (16%). Structural disadvantages in Reimbursement Quality and Revenue/Bed.
nan%
Distress Risk
$2.3M
RCM Opportunity
A
Opportunity Grade
-23.3%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
OR distress rate: 65.0%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.273 | +0.234 | ▲ risk |
| Medicare Day Pct | 0.267 | -0.010 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Net To Gross Ratio | 1.000 | +0.281 | ▲ risk |
| Revenue Per Bed | 763106.000 | +0.048 | ▲ risk |
| Beds | 21.000 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.3M
Current margin: -37.8%
Projected margin: -23.3%
Grade: A
Comps: 32
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.273 | 0.626 | 35.3% | $2.3M | 55% | 24mo |
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. |