ML Analysis — BAY PARK COMMUNITY HOSPITAL
CCN 360259 | 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.
45
/ 100 (C)
Financial Health16/25
RCM Upside9/25
Market Position9/20
Demand Defensibility6/15
Operational Efficiency5/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
-1.1%
R²=0.34 | n=4,907 | Grade B | Actual: 9.7%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-29.4%, 27.2%]. P60 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 1276282.247 | +0.0469 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | -0.004 | +0.0313 | Higher State Peer Margin increases predicted margi | |
| Revenue/Bed | 1413980.247 | -0.0231 | Lower Revenue/Bed decreases predicted margin | |
| Net-to-Gross | 0.211 | -0.0177 | Lower Net-to-Gross decreases predicted margin | |
| Reimbursement Quality | 0.150 | +0.0147 | Higher Reimbursement Quality increases predicted m |
Suburban Community Hospit
Archetype
48.3%
Distress Risk
$4.5M
RCM Opportunity
D
Opportunity Grade
13.8%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P17. 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%
OH distress rate: 37.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.211 | -0.070 | ▼ risk |
| Occupancy Rate | 0.467 | +0.054 | ▲ risk |
| Medicare Day Pct | 0.199 | -0.022 | ▼ risk |
| Revenue Per Bed | 1413980.247 | +0.010 | ▲ risk |
| Beds | 77.000 | -0.010 | ▼ risk |
| Medicaid Day Pct | 0.086 | -0.003 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.5M
Current margin: 9.7%
Projected margin: 13.8%
Grade: D
Comps: 99
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 | 0.211 | 0.400 | 19.0% | $2.4M | 65% | 18mo |
| Occupancy Improvement | 0.467 | 0.673 | 20.7% | $1.4M | 55% | 24mo |
| Payer Mix Optimization | 0.715 | 0.760 | 4.5% | $682K | 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 | 26.7 | [25.0, 75.0] | P38 | 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. |