ML Analysis — WAYNE MEMORIAL HOSPITAL
CCN 110124 | 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 Health9/25
RCM Upside14/25
Market Position15/20
Demand Defensibility7/15
Operational Efficiency3/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-7.1%
R²=0.34 | n=4,907 | Grade B | Actual: 1.7%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-35.4%, 21.2%]. P44 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 893018.193 | +0.0941 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 908512.546 | -0.0936 | Lower Revenue/Bed decreases predicted margin | |
| Bed Utilization Value | 320638.176 | -0.0183 | Lower Bed Utilization Value decreases predicted ma | |
| State Peer Margin | -0.028 | +0.0130 | Higher State Peer Margin increases predicted margi | |
| Net-to-Gross | 0.261 | -0.0121 | Lower Net-to-Gross decreases predicted margin |
Suburban Community Hospit
Archetype
51.7%
Distress Risk
$4.3M
RCM Opportunity
D
Opportunity Grade
7.0%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P31. 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%
GA distress rate: 44.4%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.353 | +0.160 | ▲ risk |
| Net To Gross Ratio | 0.261 | -0.048 | ▼ risk |
| Revenue Per Bed | 908512.545 | +0.040 | ▲ risk |
| Medicaid Day Pct | 0.059 | -0.030 | ▼ risk |
| Medicare Day Pct | 0.221 | -0.018 | ▼ risk |
| Beds | 88.000 | -0.008 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.3M
Current margin: 1.7%
Projected margin: 7.0%
Grade: D
Comps: 62
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.353 | 0.835 | 48.2% | $3.2M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.261 | 0.369 | 10.9% | $1.0M | 65% | 18mo |
| Payer Mix Optimization | 0.720 | 0.724 | 0.4% | $56K | 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 | 27.4 | [25.0, 75.0] | P40 | 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. |