ML Analysis — OCEANS BEHAVIORAL HOSPITAL OF LAFAYE
CCN 194073 | 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.
45
/ 100 (C)
Financial Health15/25
RCM Upside7/25
Market Position4/20
Demand Defensibility10/15
Operational Efficiency9/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
Catalysts:
Margin Prediction (Trained Ridge Model)
-5.3%
R²=0.34 | n=4,907 | Grade B | Actual: 13.8%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-33.6%, 23.0%]. P49 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 287502.026 | -0.1803 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 247884.632 | +0.1736 | Higher Expense/Bed increases predicted margin | |
| Reimbursement Quality | 0.295 | -0.0269 | Higher Reimbursement Quality decreases predicted m | |
| Bed Utilization Value | 245879.527 | -0.0208 | Lower Bed Utilization Value decreases predicted ma | |
| Occupancy | 0.855 | +0.0188 | Higher Occupancy increases predicted margin |
nan%
Distress Risk
$1.3M
RCM Opportunity
B
Opportunity Grade
25.2%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
LA distress rate: 46.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.855 | -0.306 | ▼ risk |
| Medicare Day Pct | 0.322 | -0.001 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 287502.026 | +0.076 | ▲ risk |
| Net To Gross Ratio | 0.435 | +0.029 | ▲ risk |
| Beds | 38.000 | -0.015 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $1.3M
Current margin: 13.8%
Projected margin: 25.2%
Grade: B
Comps: 126
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 | 0.678 | 0.750 | 7.2% | $1.1M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.435 | 0.565 | 13.0% | $167K | 65% | 18mo |
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. |