ML Analysis — GREAT PLAINS OF ELLINWOOD INC.
CCN 171301 | 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.
41
/ 100 (D)
Financial Health4/25
RCM Upside18/25
Market Position8/20
Demand Defensibility7/15
Operational Efficiency4/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
- Expenses exceed revenue
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-25.2%
R²=0.34 | n=4,907 | Grade B | Actual: -31.6%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-53.5%, 3.1%]. P16 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 330054.000 | -0.1744 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 434196.956 | +0.1507 | Higher Expense/Bed increases predicted margin | |
| Reimbursement Quality | 0.593 | -0.1127 | Higher Reimbursement Quality decreases predicted m | |
| State Peer Margin | -0.177 | -0.0972 | Lower State Peer Margin decreases predicted margin | |
| Net-to-Gross | 1.000 | +0.0708 | Higher Net-to-Gross increases predicted margin |
Turnaround: 14%Low turnaround probability (14%). Structural disadvantages in Revenue/Bed and Expense/Bed.
nan%
Distress Risk
$697K
RCM Opportunity
C
Opportunity Grade
-22.4%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
KS distress rate: 76.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.299 | +0.210 | ▲ risk |
| Medicare Day Pct | 0.407 | +0.014 | ▲ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Net To Gross Ratio | 1.000 | +0.281 | ▲ risk |
| Revenue Per Bed | 330054.000 | +0.074 | ▲ risk |
| Beds | 23.000 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $697K
Current margin: -31.6%
Projected margin: -22.4%
Grade: C
Comps: 111
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.299 | 0.405 | 10.6% | $697K | 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. |