ML Analysis — THE GRIFFIN HOSPITAL
CCN 070031 | 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.
55
/ 100 (C)
Financial Health8/25
RCM Upside21/25
Market Position11/20
Demand Defensibility11/15
Operational Efficiency4/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Expenses exceed revenue
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
-4.4%
R²=0.34 | n=4,907 | Grade B | Actual: -13.8%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-32.7%, 23.9%]. P51 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 2446780.743 | -0.0973 | Higher Expense/Bed decreases predicted margin | |
| Revenue/Bed | 2150133.168 | +0.0797 | Higher Revenue/Bed increases predicted margin | |
| Bed Utilization Value | 1772481.947 | +0.0298 | Higher Bed Utilization Value increases predicted m | |
| Reimbursement Quality | 0.126 | +0.0217 | Higher Reimbursement Quality increases predicted m | |
| Occupancy | 0.824 | +0.0170 | Higher Occupancy increases predicted margin |
Turnaround: 42%Turnaround possible (42%) but uncertain. Margin improvement depends on improving Expense/Bed.
Suburban Community Hospit
Archetype
41.8%
Distress Risk
$4.1M
RCM Opportunity
D
Opportunity Grade
-11.9%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P57. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| CLARA MAASS MEDICAL CENTER | NJ | 259 |
| PRESENCE SAINTS MARY & ELIZABETH MED | IL | 266 |
| ADVENTIST HEALTH BAKERSFIELD | CA | 254 |
| BRISTOL REGIONAL MEDICAL CENTER | TN | 244 |
| HOLSTON VALLEY HOSP & MED CTR | TN | 286 |
| SPRINGFIELD REGIONAL MEDICAL CENTER | OH | 230 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
CT distress rate: 74.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.824 | -0.278 | ▼ risk |
| Medicaid Day Pct | 0.179 | +0.090 | ▲ risk |
| Net To Gross Ratio | 0.222 | -0.065 | ▼ risk |
| Revenue Per Bed | 2150133.168 | -0.034 | ▼ risk |
| Medicare Day Pct | 0.255 | -0.012 | ▼ risk |
| Beds | 101.000 | -0.006 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.1M
Current margin: -13.8%
Projected margin: -11.9%
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 |
|---|---|---|---|---|---|---|
| Net-to-Gross Ratio Improvement | 0.222 | 0.373 | 15.1% | $3.8M | 65% | 18mo |
| Payer Mix Optimization | 0.566 | 0.583 | 1.7% | $262K | 50% | 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 | 27.2 | [25.0, 75.0] | P40 | 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. |