ML Analysis — FREESTONE MEDICAL CENTER
CCN 450658 | 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.
37
/ 100 (D)
Financial Health5/25
RCM Upside18/25
Market Position8/20
Demand Defensibility6/15
Operational Efficiency0/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
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)
-9.9%
R²=0.34 | n=4,907 | Grade B | Actual: -16.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-38.2%, 18.4%]. P37 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 385069.568 | -0.1667 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 448595.081 | +0.1489 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | -0.006 | +0.0290 | Higher State Peer Margin increases predicted margi | |
| Bed Utilization Value | 35555.850 | -0.0278 | Lower Bed Utilization Value decreases predicted ma | |
| Occupancy | 0.092 | -0.0246 | Lower Occupancy decreases predicted margin |
Turnaround: 33%Turnaround possible (33%) but uncertain. Margin improvement depends on improving Revenue/Bed.
nan%
Distress Risk
$7.1M
RCM Opportunity
A
Opportunity Grade
33.2%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
TX distress rate: 42.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.092 | +0.402 | ▲ risk |
| Medicare Day Pct | 0.457 | +0.022 | ▲ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 385069.568 | +0.070 | ▲ risk |
| Net To Gross Ratio | 0.229 | -0.062 | ▼ risk |
| Beds | 37.000 | -0.015 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.1M
Current margin: -16.5%
Projected margin: 33.2%
Grade: A
Comps: 278
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.092 | 0.667 | 57.5% | $3.8M | 55% | 24mo |
| Payer Mix Optimization | 0.543 | 0.732 | 18.9% | $2.8M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.229 | 0.499 | 27.1% | $451K | 65% | 18mo |
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. |