ML Analysis — MCHS OAKRIDGE
CCN 521302 | 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.
53
/ 100 (C)
Financial Health5/25
RCM Upside20/25
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)
-3.8%
R²=0.34 | n=4,907 | Grade B | Actual: -17.6%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-32.1%, 24.5%]. P52 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| State Peer Margin | 0.004 | +0.0371 | Higher State Peer Margin increases predicted margi | |
| Log(Beds) | 2.890 | -0.0345 | Lower Log(Beds) decreases predicted margin | |
| Net-to-Gross | 0.570 | +0.0225 | Higher Net-to-Gross increases predicted margin | |
| Bed Count | 18.000 | +0.0204 | Higher Bed Count increases predicted margin | |
| Reimbursement Quality | 0.272 | -0.0204 | Higher Reimbursement Quality decreases predicted m |
Turnaround: 43%Turnaround possible (43%) but uncertain. Margin improvement depends on State Peer Margin.
Rural/Critical Access
Archetype
48.5%
Distress Risk
$2.1M
RCM Opportunity
C
Opportunity Grade
-9.7%
Projected Margin
Cluster: Rural/Critical Access
Percentile within cluster: P72. 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: Elevated
National distress rate: 49.3%
WI distress rate: 34.5%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.569 | +0.089 | ▲ risk |
| Medicaid Day Pct | 0.007 | -0.082 | ▼ risk |
| Occupancy Rate | 0.591 | -0.061 | ▼ risk |
| Medicare Day Pct | 0.515 | +0.032 | ▲ risk |
| Beds | 18.000 | -0.017 | ▼ risk |
| Revenue Per Bed | 1495455.278 | +0.005 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.1M
Current margin: -17.6%
Projected margin: -9.7%
Grade: C
Comps: 73
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 | 0.478 | 0.618 | 14.0% | $2.1M | 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 | 29.5 | [25.0, 75.0] | P55 | 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. |