ML Analysis — ASCENSION CALUMET HOSPITAL
CCN 521317 | 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.
51
/ 100 (C)
Financial Health12/25
RCM Upside10/25
Market Position15/20
Demand Defensibility4/15
Operational Efficiency9/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-9.2%
R²=0.34 | n=4,907 | Grade B | Actual: 5.1%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-37.5%, 19.1%]. P39 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 1230541.960 | +0.0526 | Higher Expense/Bed increases predicted margin | |
| Reimbursement Quality | 0.359 | -0.0455 | Higher Reimbursement Quality decreases predicted m | |
| Revenue/Bed | 1297405.000 | -0.0393 | Lower Revenue/Bed decreases predicted margin | |
| State Peer Margin | 0.004 | +0.0371 | Higher State Peer Margin increases predicted margi | |
| Log(Beds) | 3.219 | -0.0268 | Lower Log(Beds) decreases predicted margin |
Suburban Community Hospit
Archetype
57.6%
Distress Risk
$2.6M
RCM Opportunity
C
Opportunity Grade
13.0%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P75. 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: High
National distress rate: 49.3%
WI distress rate: 34.5%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.140 | +0.357 | ▲ risk |
| Medicaid Day Pct | 0.034 | -0.055 | ▼ risk |
| Net To Gross Ratio | 0.482 | +0.051 | ▲ risk |
| Medicare Day Pct | 0.220 | -0.018 | ▼ risk |
| Revenue Per Bed | 1297405.000 | +0.017 | ▲ risk |
| Beds | 25.000 | -0.017 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $2.6M
Current margin: 5.1%
Projected margin: 13.0%
Grade: C
Comps: 87
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.140 | 0.499 | 35.9% | $2.4M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.482 | 0.530 | 4.8% | $184K | 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 | 29.1 | [25.0, 75.0] | P51 | 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. |