ML Analysis — EL PASO PSYCHIATRIC CENTER
CCN 454100 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Speculative — only pursue if turnaround thesis is strong and entry multiple reflects risk.
36
/ 100 (D)
Financial Health2/25
RCM Upside20/25
Market Position2/20
Demand Defensibility8/15
Operational Efficiency4/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
- Negative operating margin
- Expenses exceed revenue
Catalysts:
Margin Prediction (Trained Ridge Model)
-12.8%
R²=0.34 | n=4,907 | Grade B | Actual: -14.4%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-41.1%, 15.5%]. P32 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Reimbursement Quality | 0.993 | -0.2277 | Higher Reimbursement Quality decreases predicted m | |
| Revenue/Bed | 251894.299 | -0.1853 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 288199.714 | +0.1686 | Higher Expense/Bed increases predicted margin | |
| Net-to-Gross | 1.000 | +0.0708 | Higher Net-to-Gross increases predicted margin | |
| Occupancy × Net-to-Gross | 0.802 | +0.0459 | Higher Occupancy × Net-to-Gross increases predicte |
Turnaround: 29%Low turnaround probability (29%). Structural disadvantages in Reimbursement Quality and Revenue/Bed.
nan%
Distress Risk
$0
RCM Opportunity
D
Opportunity Grade
-14.4%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
TX distress rate: 42.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.802 | -0.257 | ▼ risk |
| Medicare Day Pct | 0.007 | -0.055 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Net To Gross Ratio | 1.000 | +0.281 | ▲ risk |
| Revenue Per Bed | 251894.299 | +0.078 | ▲ risk |
| Beds | 77.000 | -0.010 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $0
Current margin: -14.4%
Projected margin: -14.4%
Grade: D
Comps: 218
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|
Predicted RCM Performance (Public Data Only)
B
RCM Grade
Average RCM profile — some improvement opportunities. Standard diligence scope recommended.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 25.0% | [2.0%, 25.0%] | P83 | Below average — denial rate suggests RCM improvement opportu |
| Days in AR | 75.0 | [25.0, 75.0] | P83 | Below average — days in ar suggests RCM improvement opportun |
| 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. |