ML Analysis — UNITED HOSPITAL DISTRICT
CCN 241369 | 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.
51
/ 100 (C)
Financial Health8/25
RCM Upside14/25
Market Position15/20
Demand Defensibility7/15
Operational Efficiency7/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-8.2%
R²=0.34 | n=4,907 | Grade B | Actual: 2.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-36.5%, 20.1%]. P42 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 1806103.625 | +0.0317 | Higher Revenue/Bed increases predicted margin | |
| Log(Beds) | 3.178 | -0.0278 | Lower Log(Beds) decreases predicted margin | |
| Reimbursement Quality | 0.290 | -0.0256 | Higher Reimbursement Quality decreases predicted m | |
| Net-to-Gross | 0.564 | +0.0219 | Higher Net-to-Gross increases predicted margin | |
| Bed Count | 24.000 | +0.0195 | Higher Bed Count increases predicted margin |
Suburban Community Hospit
Archetype
57.1%
Distress Risk
$2.9M
RCM Opportunity
C
Opportunity Grade
9.0%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P33. 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: High
National distress rate: 49.3%
MN distress rate: 45.4%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.271 | +0.236 | ▲ risk |
| Net To Gross Ratio | 0.564 | +0.087 | ▲ risk |
| Beds | 24.000 | -0.017 | ▼ risk |
| Revenue Per Bed | 1806103.625 | -0.013 | ▼ risk |
| Medicare Day Pct | 0.388 | +0.010 | ▲ risk |
| Medicaid Day Pct | 0.098 | +0.009 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.9M
Current margin: 2.2%
Projected margin: 9.0%
Grade: C
Comps: 93
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 | 0.610 | 9.6% | $1.4M | 50% | 24mo |
| Occupancy Improvement | 0.271 | 0.448 | 17.6% | $1.2M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.564 | 0.629 | 6.5% | $328K | 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 | 28.4 | [25.0, 75.0] | P46 | 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. |