ML Analysis — TEWKSBURY HOSPITAL
CCN 222003 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Pass — risk/return profile does not justify PE capital deployment at market multiples.
22
/ 100 (F)
Financial Health0/25
RCM Upside5/25
Market Position7/20
Demand Defensibility10/15
Operational Efficiency0/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
Catalysts:
Margin Prediction (Trained Ridge Model)
-27.4%
R²=0.34 | n=4,907 | Grade B
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-55.7%, 0.9%]. P14 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 0.000 | -0.2205 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 161684.387 | +0.1842 | Higher Expense/Bed increases predicted margin | |
| Medicaid % | 0.662 | -0.0694 | Higher Medicaid % decreases predicted margin | |
| Bed Count | 540.000 | -0.0611 | Higher Bed Count decreases predicted margin | |
| Reimbursement Quality | 0.000 | +0.0580 | Higher Reimbursement Quality increases predicted m |
nan%
Distress Risk
$6.1M
RCM Opportunity
D
Opportunity Grade
nan%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
MA distress rate: 61.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Medicaid Day Pct | 0.662 | +0.573 | ▲ risk |
| Occupancy Rate | 0.612 | -0.081 | ▼ risk |
| Medicare Day Pct | 0.000 | -0.056 | ▼ risk |
| Revenue Per Bed | nan | +nan | ▼ risk |
| Net To Gross Ratio | nan | +nan | ▼ risk |
| Beds | 540.000 | +0.052 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.1M
Current margin: nan%
Projected margin: nan%
Grade: D
Comps: 17
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 | 0.338 | 0.587 | 24.9% | $3.7M | 50% | 24mo |
| Occupancy Improvement | 0.612 | 0.964 | 35.2% | $2.3M | 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 | 25.0 | [25.0, 75.0] | P0 | 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. |