ML Analysis — BON SECOURS HOSPITAL
CCN 210013 | 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.
37
/ 100 (D)
Financial Health4/25
RCM Upside18/25
Market Position4/20
Demand Defensibility8/15
Operational Efficiency4/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
- Negative operating margin
- Expenses exceed revenue
Catalysts:
Margin Prediction (Trained Ridge Model)
-22.4%
R²=0.34 | n=4,907 | Grade B | Actual: -38.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-50.7%, 5.9%]. P18 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 272509.681 | -0.1824 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 377320.101 | +0.1577 | Higher Expense/Bed increases predicted margin | |
| Reimbursement Quality | 0.520 | -0.0918 | Higher Reimbursement Quality decreases predicted m | |
| Occupancy | 0.000 | -0.0298 | Lower Occupancy decreases predicted margin | |
| Bed Utilization Value | 0.000 | -0.0290 | Lower Bed Utilization Value decreases predicted ma |
Turnaround: 17%Low turnaround probability (17%). Structural disadvantages in Revenue/Bed and Expense/Bed.
nan%
Distress Risk
$751K
RCM Opportunity
D
Opportunity Grade
-34.5%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
MD distress rate: 60.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | nan | +nan | ▼ risk |
| Medicare Day Pct | nan | +nan | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 272509.681 | +0.077 | ▲ risk |
| Net To Gross Ratio | 0.521 | +0.068 | ▲ risk |
| Beds | 69.000 | -0.011 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $751K
Current margin: -38.5%
Projected margin: -34.5%
Grade: D
Comps: 18
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 | 0.521 | 0.862 | 34.1% | $751K | 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. |