ML Analysis — EAST LOS ANGELES DOCTORS HOSPITAL
CCN 050641 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Speculative — only pursue if turnaround thesis is strong and entry multiple reflects risk.
38
/ 100 (D)
Financial Health5/25
RCM Upside19/25
Market Position9/20
Demand Defensibility6/15
Operational Efficiency0/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
- Negative operating margin
- Low occupancy (<30%) — demand risk
- Expenses exceed revenue
Catalysts:
- RCM optimization could add 3-5pp margin
- Strong commercial payer base protects revenue
- Volume growth opportunity from low occupancy
Margin Prediction (Trained Ridge Model)
-13.9%
R²=0.34 | n=4,907 | Grade B | Actual: -30.6%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-42.2%, 14.4%]. P29 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 598479.696 | -0.1369 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 781858.755 | +0.1078 | Higher Expense/Bed increases predicted margin | |
| Bed Utilization Value | 165333.432 | -0.0235 | Lower Bed Utilization Value decreases predicted ma | |
| Net-to-Gross | 0.206 | -0.0183 | Lower Net-to-Gross decreases predicted margin | |
| Reimbursement Quality | 0.141 | +0.0173 | Higher Reimbursement Quality increases predicted m |
Turnaround: 27%Low turnaround probability (27%). Structural disadvantages in Revenue/Bed and Expense/Bed.
Under-Performing / Distre
Archetype
56.3%
Distress Risk
$4.4M
RCM Opportunity
C
Opportunity Grade
-23.5%
Projected Margin
Cluster: Under-Performing / Distressed
Percentile within cluster: P46. Deeply negative margins signal severe distress. Evaluate asset-level acquisition at 4-6x normalized EBITDA.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| HOLY FAMILY MEMORIAL INC | WI | 58 |
| MIDDLESBORO ARH | KY | 46 |
| ATRIUM HEALTH NAVICENT BALDWIN | GA | 86 |
| BON SECOURS COMMUNITY HOSPITAL | NY | 98 |
| ADVANCED SPECIALTY HOSP. OF TOLEDO | OH | 40 |
| COMMUNITY HEALTH CENTER BRANCH | MI | 75 |
Distress Analysis
Risk: High
National distress rate: 49.3%
CA distress rate: 49.7%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.276 | +0.231 | ▲ risk |
| Medicaid Day Pct | 0.196 | +0.107 | ▲ risk |
| Net To Gross Ratio | 0.206 | -0.073 | ▼ risk |
| Revenue Per Bed | 598479.696 | +0.058 | ▲ risk |
| Medicare Day Pct | 0.117 | -0.036 | ▼ risk |
| Beds | 102.000 | -0.006 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.4M
Current margin: -30.6%
Projected margin: -23.5%
Grade: C
Comps: 168
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.276 | 0.725 | 44.9% | $3.0M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.206 | 0.315 | 10.9% | $782K | 65% | 18mo |
| Payer Mix Optimization | 0.687 | 0.729 | 4.2% | $637K | 50% | 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 | 31.3 | [25.0, 75.0] | P66 | 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. |