ML Analysis — COLUMBIA MEMORIAL HOSPITAL
CCN 381320 | 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.
66
/ 100 (B)
Financial Health20/25
RCM Upside12/25
Market Position14/20
Demand Defensibility7/15
Operational Efficiency13/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
- Heavy Medicare dependence (>55%)
- Small facility (<50 beds) — limited scale
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
14.7%
R²=0.34 | n=4,907 | Grade B | Actual: 5.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-13.6%, 43.0%]. P88 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 6637318.760 | +0.7060 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 6292086.960 | -0.5710 | Higher Expense/Bed decreases predicted margin | |
| Bed Utilization Value | 3493593.644 | +0.0869 | Higher Bed Utilization Value increases predicted m | |
| Log(Beds) | 3.219 | -0.0268 | Lower Log(Beds) decreases predicted margin | |
| State Peer Margin | -0.081 | -0.0264 | Lower State Peer Margin decreases predicted margin |
Suburban Community Hospit
Archetype
42.3%
Distress Risk
$6.0M
RCM Opportunity
D
Opportunity Grade
8.8%
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 |
|---|---|---|
| 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%
OR distress rate: 65.0%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Revenue Per Bed | 6637318.760 | -0.299 | ▼ risk |
| Medicaid Day Pct | 0.024 | -0.065 | ▼ risk |
| Net To Gross Ratio | 0.496 | +0.057 | ▲ risk |
| Medicare Day Pct | 0.560 | +0.040 | ▲ risk |
| Beds | 25.000 | -0.017 | ▼ risk |
| Occupancy Rate | 0.526 | -0.001 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.0M
Current margin: 5.2%
Projected margin: 8.8%
Grade: D
Comps: 34
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 | 0.416 | 0.647 | 23.1% | $3.5M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.496 | 0.600 | 10.4% | $2.0M | 65% | 18mo |
| Occupancy Improvement | 0.526 | 0.610 | 8.3% | $550K | 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 | 28.6 | [25.0, 75.0] | P47 | 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. |