ML Analysis — UNIVERSITY OF WI HOSPITALS & CLINICS
CCN 520098 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Buy — solid fundamentals with identifiable value creation levers. Proceed to detailed diligence.
68
/ 100 (B)
Financial Health21/25
RCM Upside14/25
Market Position11/20
Demand Defensibility13/15
Operational Efficiency9/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
11.6%
R²=0.34 | n=4,907 | Grade B | Actual: 3.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-16.8%, 39.9%]. P84 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 4154122.896 | +0.3594 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 4019780.430 | -0.2910 | Higher Expense/Bed decreases predicted margin | |
| Bed Utilization Value | 3330691.029 | +0.0815 | Higher Bed Utilization Value increases predicted m | |
| Bed Count | 644.000 | -0.0773 | Higher Bed Count decreases predicted margin | |
| Log(Beds) | 6.468 | +0.0486 | Higher Log(Beds) increases predicted margin |
Large Academic Medical Ce
Archetype
39.8%
Distress Risk
$1.8M
RCM Opportunity
D
Opportunity Grade
3.3%
Projected Margin
Cluster: Large Academic Medical Center
Percentile within cluster: P25. Large medical centers trade at premium multiples (12-14x). Limited PE value creation but strong cash flow.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| NORTH CAROLINA BAPTIST HOSPITAL | NC | 800 |
| HACKENSACK UNIVERSITY MEDICAL CENTER | NJ | 779 |
| TEMPLE UNIVERSITY HOSPITAL | PA | 761 |
| VCU HEALTH SYSTEM MCV HOSPITAL | VA | 842 |
| UH CLEVELAND MEDICAL CENTER | OH | 660 |
| FROEDTERT MEM. LUTHERAN HOSPT. | WI | 731 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
WI distress rate: 34.5%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.802 | -0.257 | ▼ risk |
| Revenue Per Bed | 4154122.896 | -0.152 | ▼ risk |
| Beds | 644.000 | +0.066 | ▲ risk |
| Medicaid Day Pct | 0.064 | -0.025 | ▼ risk |
| Net To Gross Ratio | 0.340 | -0.013 | ▼ risk |
| Medicare Day Pct | 0.288 | -0.007 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $1.8M
Current margin: 3.2%
Projected margin: 3.3%
Grade: D
Comps: 637
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 | 0.648 | 0.758 | 11.0% | $1.7M | 50% | 24mo |
| Occupancy Improvement | 0.802 | 0.820 | 1.9% | $123K | 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 | 25.0 | [25.0, 75.0] | P0 | 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. |