ML Analysis — BEAUMONT HOSPITAL - DEARBORN
CCN 230020 | 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.
57
/ 100 (C)
Financial Health9/25
RCM Upside19/25
Market Position15/20
Demand Defensibility13/15
Operational Efficiency2/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
- Negative operating margin
- Expenses exceed revenue
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-7.8%
R²=0.34 | n=4,907 | Grade B | Actual: -5.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-36.1%, 20.5%]. P42 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Bed Count | 567.000 | -0.0653 | Higher Bed Count decreases predicted margin | |
| Revenue/Bed | 1183536.194 | -0.0552 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 1248609.340 | +0.0503 | Higher Expense/Bed increases predicted margin | |
| Log(Beds) | 6.340 | +0.0457 | Higher Log(Beds) increases predicted margin | |
| Net-to-Gross | 0.208 | -0.0181 | Lower Net-to-Gross decreases predicted margin |
Turnaround: 36%Turnaround possible (36%) but uncertain. Margin improvement depends on improving Bed Count.
Suburban Community Hospit
Archetype
44.1%
Distress Risk
$10.6M
RCM Opportunity
D
Opportunity Grade
-3.9%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P71. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| CLARA MAASS MEDICAL CENTER | NJ | 259 |
| PRESENCE SAINTS MARY & ELIZABETH MED | IL | 266 |
| ADVENTIST HEALTH BAKERSFIELD | CA | 254 |
| BRISTOL REGIONAL MEDICAL CENTER | TN | 244 |
| HOLSTON VALLEY HOSP & MED CTR | TN | 286 |
| SPRINGFIELD REGIONAL MEDICAL CENTER | OH | 230 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
MI distress rate: 50.9%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.694 | -0.157 | ▼ risk |
| Net To Gross Ratio | 0.208 | -0.072 | ▼ risk |
| Beds | 567.000 | +0.056 | ▲ risk |
| Medicaid Day Pct | 0.043 | -0.046 | ▼ risk |
| Revenue Per Bed | 1183536.194 | +0.023 | ▲ risk |
| Medicare Day Pct | 0.227 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $10.6M
Current margin: -5.5%
Projected margin: -3.9%
Grade: D
Comps: 19
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 | 0.208 | 0.325 | 11.8% | $9.2M | 65% | 18mo |
| Payer Mix Optimization | 0.730 | 0.775 | 4.5% | $672K | 50% | 24mo |
| Occupancy Improvement | 0.694 | 0.792 | 9.8% | $649K | 55% | 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. |