ML Analysis — BELOIT MEMORIAL HOSPITAL INC.
CCN 520100 | 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.
58
/ 100 (C)
Financial Health12/25
RCM Upside18/25
Market Position13/20
Demand Defensibility11/15
Operational Efficiency4/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
- Negative operating margin
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
2.5%
R²=0.34 | n=4,907 | Grade B | Actual: -3.0%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-25.8%, 30.8%]. P68 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 2573329.825 | +0.1388 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 2650095.557 | -0.1223 | Higher Expense/Bed decreases predicted margin | |
| State Peer Margin | 0.004 | +0.0371 | Higher State Peer Margin increases predicted margi | |
| Reimbursement Quality | 0.130 | +0.0205 | Higher Reimbursement Quality increases predicted m | |
| Bed Utilization Value | 1339178.139 | +0.0155 | Higher Bed Utilization Value increases predicted m |
Turnaround: 54%Turnaround possible (54%) but uncertain. Margin improvement depends on Revenue/Bed.
Suburban Community Hospit
Archetype
45.4%
Distress Risk
$7.2M
RCM Opportunity
D
Opportunity Grade
-0.1%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P7. 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%
WI distress rate: 34.5%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.233 | -0.061 | ▼ risk |
| Revenue Per Bed | 2573329.825 | -0.059 | ▼ risk |
| Medicaid Day Pct | 0.043 | -0.046 | ▼ risk |
| Medicare Day Pct | 0.398 | +0.012 | ▲ risk |
| Beds | 97.000 | -0.007 | ▼ risk |
| Occupancy Rate | 0.520 | +0.004 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.2M
Current margin: -3.0%
Projected margin: -0.1%
Grade: D
Comps: 42
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 | 0.233 | 0.375 | 14.3% | $4.2M | 65% | 18mo |
| Payer Mix Optimization | 0.560 | 0.714 | 15.4% | $2.3M | 50% | 24mo |
| Occupancy Improvement | 0.520 | 0.633 | 11.2% | $742K | 55% | 24mo |
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 | 26.7 | [25.0, 75.0] | P38 | 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. |