ML Analysis — MERCY HOSPITAL SOUTH
CCN 260077 | 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.
49
/ 100 (C)
Financial Health10/25
RCM Upside16/25
Market Position9/20
Demand Defensibility12/15
Operational Efficiency2/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
-13.7%
R²=0.34 | n=4,907 | Grade B | Actual: -1.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-42.0%, 14.6%]. P30 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 757385.756 | -0.1147 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 766826.515 | +0.1097 | Higher Expense/Bed increases predicted margin | |
| Bed Count | 720.000 | -0.0891 | Higher Bed Count decreases predicted margin | |
| Log(Beds) | 6.579 | +0.0512 | Higher Log(Beds) increases predicted margin | |
| Bed Utilization Value | 396065.486 | -0.0158 | Lower Bed Utilization Value decreases predicted ma |
Turnaround: 28%Low turnaround probability (28%). Structural disadvantages in Revenue/Bed and Expense/Bed.
Suburban Community Hospit
Archetype
50.7%
Distress Risk
$3.5M
RCM Opportunity
D
Opportunity Grade
-0.6%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P97. 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: High
National distress rate: 49.3%
MO distress rate: 53.0%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Beds | 720.000 | +0.076 | ▲ risk |
| Revenue Per Bed | 757385.756 | +0.049 | ▲ risk |
| Net To Gross Ratio | 0.267 | -0.045 | ▼ risk |
| Medicare Day Pct | 0.243 | -0.014 | ▼ risk |
| Medicaid Day Pct | 0.076 | -0.013 | ▼ risk |
| Occupancy Rate | 0.523 | +0.002 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $3.5M
Current margin: -1.2%
Projected margin: -0.6%
Grade: D
Comps: 14
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 | 0.267 | 0.294 | 2.6% | $1.7M | 65% | 18mo |
| Occupancy Improvement | 0.523 | 0.746 | 22.3% | $1.5M | 55% | 24mo |
| Payer Mix Optimization | 0.681 | 0.702 | 2.1% | $313K | 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. |