ML Analysis — RICHLAND PARISH HOSPITAL SERVICE DIS
CCN 190151 | 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.
48
/ 100 (C)
Financial Health4/25
RCM Upside18/25
Market Position15/20
Demand Defensibility6/15
Operational Efficiency4/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Low occupancy (<30%) — demand risk
- Expenses exceed revenue
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-12.2%
R²=0.34 | n=4,907 | Grade B | Actual: -22.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-40.5%, 16.1%]. P33 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 567105.053 | -0.1413 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 694733.605 | +0.1186 | Higher Expense/Bed increases predicted margin | |
| Bed Utilization Value | 98538.080 | -0.0257 | Lower Bed Utilization Value decreases predicted ma | |
| Occupancy | 0.174 | -0.0200 | Lower Occupancy decreases predicted margin | |
| Bed Count | 38.000 | +0.0173 | Higher Bed Count increases predicted margin |
Turnaround: 30%Low turnaround probability (30%). Structural disadvantages in Revenue/Bed and Expense/Bed.
Rural/Critical Access
Archetype
57.1%
Distress Risk
$6.8M
RCM Opportunity
A
Opportunity Grade
9.1%
Projected Margin
Cluster: Rural/Critical Access
Percentile within cluster: P61. Rural/small hospitals face structural headwinds. Evaluate CAH conversion, telehealth, and rural health funding.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| BRECKINRIDGE HEALTH INC | KY | 25 |
| SHERIDAN MEMORIAL HOSPITAL | MT | 19 |
| DAYTON GENERAL HOSPITAL | WA | 25 |
| BLUE MOUNTAIN HOSPITAL DISTRICT | OR | 16 |
| COMMUNITY HOSPITAL | WY | 25 |
| CARLE EUREKA HOSPITAL | IL | 25 |
Distress Analysis
Risk: High
National distress rate: 49.3%
LA distress rate: 46.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.174 | +0.326 | ▲ risk |
| Medicaid Day Pct | 0.010 | -0.079 | ▼ risk |
| Revenue Per Bed | 567105.053 | +0.060 | ▲ risk |
| Medicare Day Pct | 0.451 | +0.021 | ▲ risk |
| Beds | 38.000 | -0.015 | ▼ risk |
| Net To Gross Ratio | 0.368 | -0.000 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.8M
Current margin: -22.5%
Projected margin: 9.1%
Grade: A
Comps: 126
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 | 0.539 | 0.750 | 21.1% | $3.2M | 50% | 24mo |
| Occupancy Improvement | 0.174 | 0.651 | 47.7% | $3.1M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.368 | 0.565 | 19.7% | $496K | 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 | 32.2 | [25.0, 75.0] | P71 | 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. |