ML Analysis — BEAUMONT HEALTH - GROSSE POINTE
CCN 230089 | 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.
55
/ 100 (C)
Financial Health11/25
RCM Upside14/25
Market Position15/20
Demand Defensibility11/15
Operational Efficiency3/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
- Volume growth opportunity from low occupancy
Margin Prediction (Trained Ridge Model)
-6.3%
R²=0.34 | n=4,907 | Grade B | Actual: 1.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-34.6%, 22.0%]. P46 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 1058194.520 | +0.0738 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 1071191.577 | -0.0709 | Lower Revenue/Bed decreases predicted margin | |
| Log(Beds) | 5.513 | +0.0265 | Higher Log(Beds) increases predicted margin | |
| Net-to-Gross | 0.201 | -0.0188 | Lower Net-to-Gross decreases predicted margin | |
| Reimbursement Quality | 0.142 | +0.0170 | Higher Reimbursement Quality increases predicted m |
Suburban Community Hospit
Archetype
47.9%
Distress Risk
$7.5M
RCM Opportunity
D
Opportunity Grade
4.0%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P42. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| PROMEDICA HICKMAN HOSPITAL | MI | 58 |
| WATAUGA MEDICAL CENTER | NC | 95 |
| ST LUKES HOSPITAL - EASTON CAMPUS | PA | 29 |
| CULPEPER MEMORIAL HOSPITAL | VA | 70 |
| SOUTHSIDE COMMUNITY HOSPITAL | VA | 80 |
| SPECTRUM HEALTH LUDINGTON | MI | 45 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
MI distress rate: 50.9%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.201 | -0.075 | ▼ risk |
| Medicaid Day Pct | 0.021 | -0.068 | ▼ risk |
| Occupancy Rate | 0.470 | +0.051 | ▲ risk |
| Revenue Per Bed | 1071191.577 | +0.030 | ▲ risk |
| Beds | 248.000 | +0.013 | ▲ risk |
| Medicare Day Pct | 0.271 | -0.010 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.5M
Current margin: 1.2%
Projected margin: 4.0%
Grade: D
Comps: 52
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 | 0.201 | 0.345 | 14.4% | $4.5M | 65% | 18mo |
| Occupancy Improvement | 0.470 | 0.810 | 34.0% | $2.2M | 55% | 24mo |
| Payer Mix Optimization | 0.708 | 0.762 | 5.3% | $801K | 50% | 24mo |
Predicted RCM Performance (Public Data Only)
A
RCM Grade
Strong RCM profile — likely low-risk from an operations perspective. Focus diligence on growth thesis.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 2.0% | [2.0%, 25.0%] | P0 | Strong — predicted denial rate is in the top third nationall |
| Days in AR | 25.0 | [25.0, 75.0] | P0 | Strong — predicted days in ar is in the top third nationally |
| 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. |