ML Analysis — MCLAREN FLINT
CCN 230141 | 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.
57
/ 100 (C)
Financial Health10/25
RCM Upside18/25
Market Position13/20
Demand Defensibility13/15
Operational Efficiency4/15
Entry Multiple: 9.5x – 11.5x
Est. MOIC: 2.3x
Risk Factors:
- Negative operating margin
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-2.2%
R²=0.34 | n=4,907 | Grade B | Actual: -1.8%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-30.6%, 26.1%]. P56 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Log(Beds) | 5.620 | +0.0289 | Higher Log(Beds) increases predicted margin | |
| Bed Count | 276.000 | -0.0199 | Higher Bed Count decreases predicted margin | |
| Occupancy | 0.732 | +0.0117 | Higher Occupancy increases predicted margin | |
| Net-to-Gross | 0.277 | -0.0103 | Lower Net-to-Gross decreases predicted margin | |
| Bed Utilization Value | 1175682.058 | +0.0100 | Higher Bed Utilization Value increases predicted m |
Turnaround: 46%Turnaround possible (46%) but uncertain. Margin improvement depends on Log(Beds).
Suburban Community Hospit
Archetype
42.1%
Distress Risk
$4.8M
RCM Opportunity
D
Opportunity Grade
-0.7%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P1. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| CLARA MAASS MEDICAL CENTER | NJ | 259 |
| PRESENCE SAINTS MARY & ELIZABETH MED | IL | 266 |
| ADVENTIST HEALTH BAKERSFIELD | CA | 254 |
| BRISTOL REGIONAL MEDICAL CENTER | TN | 244 |
| HOLSTON VALLEY HOSP & MED CTR | TN | 286 |
| SPRINGFIELD REGIONAL MEDICAL CENTER | OH | 230 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
MI distress rate: 50.9%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.732 | -0.192 | ▼ risk |
| Medicaid Day Pct | 0.021 | -0.068 | ▼ risk |
| Net To Gross Ratio | 0.277 | -0.041 | ▼ risk |
| Beds | 276.000 | +0.017 | ▲ risk |
| Medicare Day Pct | 0.285 | -0.007 | ▼ risk |
| Revenue Per Bed | 1606660.750 | -0.002 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.8M
Current margin: -1.8%
Projected margin: -0.7%
Grade: D
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 | 0.277 | 0.340 | 6.3% | $3.3M | 65% | 18mo |
| Payer Mix Optimization | 0.694 | 0.758 | 6.5% | $971K | 50% | 24mo |
| Occupancy Improvement | 0.732 | 0.814 | 8.2% | $542K | 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. |