ML Analysis — ST. JOHN MEDICAL CENTER
CCN 370114 | 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.
53
/ 100 (C)
Financial Health10/25
RCM Upside17/25
Market Position9/20
Demand Defensibility13/15
Operational Efficiency4/15
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)
-7.6%
R²=0.34 | n=4,907 | Grade B | Actual: -0.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-35.9%, 20.7%]. P43 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 1313434.174 | +0.0423 | Higher Expense/Bed increases predicted margin | |
| Bed Count | 419.000 | -0.0422 | Higher Bed Count decreases predicted margin | |
| Log(Beds) | 6.038 | +0.0386 | Higher Log(Beds) increases predicted margin | |
| Revenue/Bed | 1307292.659 | -0.0380 | Lower Revenue/Bed decreases predicted margin | |
| State Peer Margin | -0.088 | -0.0313 | Lower State Peer Margin decreases predicted margin |
Turnaround: 37%Turnaround possible (37%) but uncertain. Margin improvement depends on Expense/Bed.
Suburban Community Hospit
Archetype
45.1%
Distress Risk
$6.4M
RCM Opportunity
D
Opportunity Grade
0.7%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P64. 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%
OK distress rate: 58.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.847 | -0.298 | ▼ risk |
| Medicaid Day Pct | 0.218 | +0.129 | ▲ risk |
| Net To Gross Ratio | 0.279 | -0.040 | ▼ risk |
| Beds | 419.000 | +0.036 | ▲ risk |
| Revenue Per Bed | 1307292.659 | +0.016 | ▲ risk |
| Medicare Day Pct | 0.251 | -0.013 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.4M
Current margin: -0.5%
Projected margin: 0.7%
Grade: D
Comps: 1110
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 | 0.531 | 0.756 | 22.5% | $3.4M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.279 | 0.326 | 4.7% | $3.0M | 65% | 18mo |
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. |