ML Analysis — CHRISTUS DUBUIS HOSPITAL OF HOT SPRI
CCN 042004 | 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.
50
/ 100 (C)
Financial Health12/25
RCM Upside11/25
Market Position12/20
Demand Defensibility8/15
Operational Efficiency7/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Heavy Medicare dependence (>55%)
- Small facility (<50 beds) — limited scale
Catalysts:
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
-7.8%
R²=0.34 | n=4,907 | Grade B | Actual: 7.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-36.1%, 20.5%]. P42 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 410471.296 | -0.1632 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 381027.889 | +0.1572 | Higher Expense/Bed increases predicted margin | |
| Log(Beds) | 3.296 | -0.0251 | Lower Log(Beds) decreases predicted margin | |
| State Peer Margin | -0.075 | -0.0222 | Lower State Peer Margin decreases predicted margin | |
| Bed Utilization Value | 279145.472 | -0.0197 | Lower Bed Utilization Value decreases predicted ma |
Suburban Community Hospit
Archetype
47.5%
Distress Risk
$2.1M
RCM Opportunity
A
Opportunity Grade
26.5%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P76. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| PROMEDICA HICKMAN HOSPITAL | MI | 58 |
| WATAUGA MEDICAL CENTER | NC | 95 |
| ST LUKES HOSPITAL - EASTON CAMPUS | PA | 29 |
| CULPEPER MEMORIAL HOSPITAL | VA | 70 |
| SOUTHSIDE COMMUNITY HOSPITAL | VA | 80 |
| SPECTRUM HEALTH LUDINGTON | MI | 45 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
AR distress rate: 53.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.680 | -0.144 | ▼ risk |
| Medicaid Day Pct | 0.013 | -0.076 | ▼ risk |
| Revenue Per Bed | 410471.296 | +0.069 | ▲ risk |
| Net To Gross Ratio | 0.482 | +0.051 | ▲ risk |
| Medicare Day Pct | 0.580 | +0.043 | ▲ risk |
| Beds | 27.000 | -0.016 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.1M
Current margin: 7.2%
Projected margin: 26.5%
Grade: A
Comps: 52
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 | 0.407 | 0.549 | 14.2% | $2.1M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.482 | 0.489 | 0.6% | $8K | 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 | 27.8 | [25.0, 75.0] | P43 | 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. |