ML Analysis — ALLIANCEHEALTH DURANT
CCN 370014 | 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.
55
/ 100 (C)
Financial Health19/25
RCM Upside5/25
Market Position13/20
Demand Defensibility12/15
Operational Efficiency7/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-7.7%
R²=0.34 | n=4,907 | Grade B | Actual: 24.4%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-36.0%, 20.6%]. P43 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 817845.781 | +0.1034 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 1082436.600 | -0.0694 | Lower Revenue/Bed decreases predicted margin | |
| Reimbursement Quality | 0.028 | +0.0499 | Higher Reimbursement Quality increases predicted m | |
| Net-to-Gross | 0.087 | -0.0316 | Lower Net-to-Gross decreases predicted margin | |
| State Peer Margin | -0.088 | -0.0313 | Lower State Peer Margin decreases predicted margin |
Suburban Community Hospit
Archetype
50.6%
Distress Risk
$7.1M
RCM Opportunity
C
Opportunity Grade
30.7%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P91. 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%
OK distress rate: 58.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Medicaid Day Pct | 0.274 | +0.185 | ▲ risk |
| Net To Gross Ratio | 0.087 | -0.126 | ▼ risk |
| Occupancy Rate | 0.574 | -0.046 | ▼ risk |
| Revenue Per Bed | 1082436.600 | +0.029 | ▲ risk |
| Medicare Day Pct | 0.401 | +0.013 | ▲ risk |
| Beds | 105.000 | -0.006 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.1M
Current margin: 24.4%
Projected margin: 30.7%
Grade: C
Comps: 39
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 | 0.087 | 0.347 | 26.0% | $3.5M | 65% | 18mo |
| Payer Mix Optimization | 0.325 | 0.469 | 14.4% | $2.2M | 50% | 24mo |
| Occupancy Improvement | 0.574 | 0.799 | 22.4% | $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 | 27.2 | [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. |