ML Analysis — BEEBE MEDICAL CENTER
CCN 080007 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Buy — solid fundamentals with identifiable value creation levers. Proceed to detailed diligence.
68
/ 100 (B)
Financial Health15/25
RCM Upside18/25
Market Position15/20
Demand Defensibility15/15
Operational Efficiency6/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
- Negative operating margin
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
6.7%
R²=0.34 | n=4,907 | Grade B | Actual: -0.9%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-21.6%, 35.0%]. P77 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 2617787.833 | +0.1450 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 2640472.891 | -0.1211 | Higher Expense/Bed decreases predicted margin | |
| State Peer Margin | 0.007 | +0.0391 | Higher State Peer Margin increases predicted margi | |
| Bed Utilization Value | 1778217.340 | +0.0300 | Higher Bed Utilization Value increases predicted m | |
| Log(Beds) | 5.347 | +0.0226 | Higher Log(Beds) increases predicted margin |
Turnaround: 62%Model predicts 62% probability of positive margin. Key drivers: Revenue/Bed and Expense/Bed.
Suburban Community Hospit
Archetype
42.7%
Distress Risk
$6.3M
RCM Opportunity
D
Opportunity Grade
0.3%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P57. 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%
DE distress rate: 28.6%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.679 | -0.143 | ▼ risk |
| Medicaid Day Pct | 0.019 | -0.069 | ▼ risk |
| Revenue Per Bed | 2617787.833 | -0.061 | ▼ risk |
| Net To Gross Ratio | 0.315 | -0.024 | ▼ risk |
| Medicare Day Pct | 0.466 | +0.024 | ▲ risk |
| Beds | 210.000 | +0.008 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.3M
Current margin: -0.9%
Projected margin: 0.3%
Grade: D
Comps: 1896
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 | 0.515 | 0.755 | 24.1% | $3.6M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.315 | 0.348 | 3.4% | $2.2M | 65% | 18mo |
| Occupancy Improvement | 0.679 | 0.764 | 8.5% | $558K | 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. |