ML Analysis — FORKS COMMUNITY HOSPITAL
CCN 501325 | 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.
52
/ 100 (C)
Financial Health4/25
RCM Upside19/25
Market Position15/20
Demand Defensibility7/15
Operational Efficiency6/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Expenses exceed revenue
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-17.3%
R²=0.34 | n=4,907 | Grade B | Actual: -23.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-45.6%, 10.9%]. P24 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 2315676.235 | -0.0811 | Higher Expense/Bed decreases predicted margin | |
| State Peer Margin | -0.103 | -0.0426 | Lower State Peer Margin decreases predicted margin | |
| Revenue/Bed | 1875029.706 | +0.0413 | Higher Revenue/Bed increases predicted margin | |
| Log(Beds) | 2.833 | -0.0358 | Lower Log(Beds) decreases predicted margin | |
| Bed Count | 17.000 | +0.0206 | Higher Bed Count increases predicted margin |
Turnaround: 23%Low turnaround probability (23%). Structural disadvantages in Expense/Bed and State Peer Margin.
Rural/Critical Access
Archetype
53.5%
Distress Risk
$3.7M
RCM Opportunity
B
Opportunity Grade
-12.0%
Projected Margin
Cluster: Rural/Critical Access
Percentile within cluster: P46. Rural/small hospitals face structural headwinds. Evaluate CAH conversion, telehealth, and rural health funding.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| BRECKINRIDGE HEALTH INC | KY | 25 |
| SHERIDAN MEMORIAL HOSPITAL | MT | 19 |
| DAYTON GENERAL HOSPITAL | WA | 25 |
| BLUE MOUNTAIN HOSPITAL DISTRICT | OR | 16 |
| COMMUNITY HOSPITAL | WY | 25 |
| CARLE EUREKA HOSPITAL | IL | 25 |
Distress Analysis
Risk: High
National distress rate: 49.3%
WA distress rate: 67.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.333 | +0.179 | ▲ risk |
| Medicaid Day Pct | 0.026 | -0.063 | ▼ risk |
| Net To Gross Ratio | 0.504 | +0.060 | ▲ risk |
| Medicare Day Pct | 0.481 | +0.026 | ▲ risk |
| Beds | 17.000 | -0.018 | ▼ risk |
| Revenue Per Bed | 1875029.706 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $3.7M
Current margin: -23.5%
Projected margin: -12.0%
Grade: B
Comps: 42
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 | 0.493 | 0.616 | 12.3% | $1.8M | 50% | 24mo |
| Occupancy Improvement | 0.333 | 0.526 | 19.3% | $1.3M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.504 | 0.650 | 14.6% | $545K | 65% | 18mo |
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 | 32.8 | [25.0, 75.0] | P73 | 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. |