ML Analysis — UPMC BEDFORD
CCN 390117 | 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 Health8/25
RCM Upside14/25
Market Position15/20
Demand Defensibility7/15
Operational Efficiency5/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-7.9%
R²=0.34 | n=4,907 | Grade B | Actual: 1.7%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-36.2%, 20.4%]. P42 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 1362350.139 | +0.0363 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 1386314.222 | -0.0269 | Lower Revenue/Bed decreases predicted margin | |
| Log(Beds) | 3.583 | -0.0184 | Lower Log(Beds) decreases predicted margin | |
| Bed Count | 36.000 | +0.0176 | Higher Bed Count increases predicted margin | |
| Bed Utilization Value | 421292.687 | -0.0150 | Lower Bed Utilization Value decreases predicted ma |
Suburban Community Hospit
Archetype
51.1%
Distress Risk
$4.2M
RCM Opportunity
C
Opportunity Grade
10.2%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P26. 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%
PA distress rate: 48.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.304 | +0.205 | ▲ risk |
| Medicaid Day Pct | 0.007 | -0.082 | ▼ risk |
| Net To Gross Ratio | 0.265 | -0.046 | ▼ risk |
| Beds | 36.000 | -0.015 | ▼ risk |
| Revenue Per Bed | 1386314.222 | +0.011 | ▲ risk |
| Medicare Day Pct | 0.307 | -0.004 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.2M
Current margin: 1.7%
Projected margin: 10.2%
Grade: C
Comps: 77
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.304 | 0.636 | 33.3% | $2.2M | 55% | 24mo |
| Payer Mix Optimization | 0.687 | 0.755 | 6.9% | $1.0M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.265 | 0.435 | 17.0% | $992K | 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 | 30.1 | [25.0, 75.0] | P59 | 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. |