ML Analysis — MURRAY CALLOWAY COUNTY HOSPITAL
CCN 180027 | 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.
58
/ 100 (C)
Financial Health13/25
RCM Upside15/25
Market Position15/20
Demand Defensibility10/15
Operational Efficiency5/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-1.7%
R²=0.34 | n=4,907 | Grade B | Actual: 0.1%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-29.9%, 26.7%]. P58 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| State Peer Margin | -0.006 | +0.0295 | Higher State Peer Margin increases predicted margi | |
| Expense/Bed | 1555335.313 | +0.0125 | Higher Expense/Bed increases predicted margin | |
| Medicaid % | 0.004 | +0.0103 | Higher Medicaid % increases predicted margin | |
| Net-to-Gross | 0.298 | -0.0079 | Lower Net-to-Gross decreases predicted margin | |
| Bed Count | 99.000 | +0.0078 | Higher Bed Count increases predicted margin |
Suburban Community Hospit
Archetype
48.5%
Distress Risk
$6.7M
RCM Opportunity
D
Opportunity Grade
4.5%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P4. 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%
KY distress rate: 45.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Medicaid Day Pct | 0.004 | -0.085 | ▼ risk |
| Occupancy Rate | 0.439 | +0.080 | ▲ risk |
| Net To Gross Ratio | 0.298 | -0.032 | ▼ risk |
| Medicare Day Pct | 0.366 | +0.007 | ▲ risk |
| Beds | 99.000 | -0.007 | ▼ risk |
| Revenue Per Bed | 1557187.960 | +0.001 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.7M
Current margin: 0.1%
Projected margin: 4.5%
Grade: D
Comps: 44
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 | 0.630 | 0.830 | 20.1% | $3.0M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.298 | 0.421 | 12.4% | $2.2M | 65% | 18mo |
| Occupancy Improvement | 0.439 | 0.667 | 22.8% | $1.5M | 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 | 26.3 | [25.0, 75.0] | P36 | 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. |