ML Analysis — TOWNSEN MEMORIAL HOSPITAL
CCN 670266 | 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.
47
/ 100 (C)
Financial Health21/25
RCM Upside5/25
Market Position8/20
Demand Defensibility2/15
Operational Efficiency11/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
33.5%
R²=0.34 | n=4,907 | Grade B | Actual: 16.9%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [5.2%, 61.8%]. P98 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 11537620.400 | +1.3901 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 9590778.000 | -0.9773 | Higher Expense/Bed decreases predicted margin | |
| Log(Beds) | 1.609 | -0.0642 | Lower Log(Beds) decreases predicted margin | |
| State Peer Margin | -0.006 | +0.0290 | Higher State Peer Margin increases predicted margi | |
| Net-to-Gross | 0.131 | -0.0267 | Lower Net-to-Gross decreases predicted margin |
nan%
Distress Risk
$5.1M
RCM Opportunity
C
Opportunity Grade
25.7%
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 | 0.109 | +0.386 | ▲ risk |
| Medicare Day Pct | 0.085 | -0.041 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 11537620.400 | -0.588 | ▼ risk |
| Net To Gross Ratio | 0.131 | -0.106 | ▼ risk |
| Beds | 5.000 | -0.019 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $5.1M
Current margin: 16.9%
Projected margin: 25.7%
Grade: C
Comps: 50
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 | 0.131 | 0.621 | 49.0% | $3.3M | 65% | 18mo |
| Occupancy Improvement | 0.109 | 0.376 | 26.7% | $1.8M | 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. |