ML Analysis — JERSEY SHORE HOSPITAL
CCN 391300 | 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.
42
/ 100 (D)
Financial Health15/25
RCM Upside5/25
Market Position8/20
Demand Defensibility5/15
Operational Efficiency9/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-2.6%
R²=0.34 | n=4,907 | Grade B | Actual: 15.8%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-30.9%, 25.7%]. P56 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 1839137.840 | +0.0363 | Higher Revenue/Bed increases predicted margin | |
| Reimbursement Quality | 0.315 | -0.0327 | Higher Reimbursement Quality decreases predicted m | |
| Log(Beds) | 3.219 | -0.0268 | Lower Log(Beds) decreases predicted margin | |
| Bed Count | 25.000 | +0.0193 | Higher Bed Count increases predicted margin | |
| Commercial % | 0.996 | +0.0168 | Higher Commercial % increases predicted margin |
nan%
Distress Risk
$595K
RCM Opportunity
D
Opportunity Grade
17.1%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
PA distress rate: 48.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.317 | -0.023 | ▼ risk |
| Occupancy Rate | 0.537 | -0.011 | ▼ risk |
| Medicare Day Pct | nan | +nan | ▼ risk |
| Medicaid Day Pct | 0.004 | -0.085 | ▼ risk |
| Beds | 25.000 | -0.017 | ▼ risk |
| Revenue Per Bed | 1839137.840 | -0.015 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $595K
Current margin: 15.8%
Projected margin: 17.1%
Grade: D
Comps: 58
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 | 0.317 | 0.417 | 10.0% | $538K | 65% | 18mo |
| Occupancy Improvement | 0.537 | 0.546 | 0.9% | $57K | 55% | 24mo |
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. |