ML Analysis — ALLIANCE HEALTHCARE SYSTEM
CCN 250012 | 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.
47
/ 100 (C)
Financial Health4/25
RCM Upside18/25
Market Position15/20
Demand Defensibility6/15
Operational Efficiency4/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
- Expenses exceed revenue
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-20.9%
R²=0.34 | n=4,907 | Grade B | Actual: -35.4%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-49.2%, 7.4%]. P20 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 391554.550 | -0.1658 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 529969.050 | +0.1389 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | -0.125 | -0.0591 | Lower State Peer Margin decreases predicted margin | |
| Log(Beds) | 2.996 | -0.0320 | Lower Log(Beds) decreases predicted margin | |
| Bed Utilization Value | 69031.603 | -0.0267 | Lower Bed Utilization Value decreases predicted ma |
Turnaround: 19%Low turnaround probability (19%). Structural disadvantages in Revenue/Bed and Expense/Bed.
Under-Performing / Distre
Archetype
59.8%
Distress Risk
$2.2M
RCM Opportunity
A
Opportunity Grade
-6.9%
Projected Margin
Cluster: Under-Performing / Distressed
Percentile within cluster: P60. Deeply negative margins signal severe distress. Evaluate asset-level acquisition at 4-6x normalized EBITDA.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| HOLY FAMILY MEMORIAL INC | WI | 58 |
| MIDDLESBORO ARH | KY | 46 |
| ATRIUM HEALTH NAVICENT BALDWIN | GA | 86 |
| BON SECOURS COMMUNITY HOSPITAL | NY | 98 |
| ADVANCED SPECIALTY HOSP. OF TOLEDO | OH | 40 |
| COMMUNITY HEALTH CENTER BRANCH | MI | 75 |
Distress Analysis
Risk: High
National distress rate: 49.3%
MS distress rate: 68.2%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.176 | +0.324 | ▲ risk |
| Revenue Per Bed | 391554.550 | +0.070 | ▲ risk |
| Net To Gross Ratio | 0.512 | +0.064 | ▲ risk |
| Medicaid Day Pct | 0.047 | -0.041 | ▼ risk |
| Medicare Day Pct | 0.470 | +0.025 | ▲ risk |
| Beds | 20.000 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.2M
Current margin: -35.4%
Projected margin: -6.9%
Grade: A
Comps: 56
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.176 | 0.503 | 32.7% | $2.2M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.512 | 0.593 | 8.0% | $73K | 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 | 34.0 | [25.0, 75.0] | P77 | Average — predicted days in ar is near the median. |
| Clean Claim Rate | 98.0% | [80.0%, 98.0%] | P0 | Strong — predicted clean claim rate is in the top third. |
| Net Collection Rate | 99.4% | [90.0%, 99.5%] | P6 | Strong — predicted net collection rate is in the top third. |