ML Analysis — ARKANSAS HEART HOSPITAL
CCN 040134 | 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.
51
/ 100 (C)
Financial Health11/25
RCM Upside14/25
Market Position9/20
Demand Defensibility11/15
Operational Efficiency5/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
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)
-4.5%
R²=0.34 | n=4,907 | Grade B | Actual: 1.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-32.8%, 23.8%]. P51 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 1838569.955 | +0.0362 | Higher Revenue/Bed increases predicted margin | |
| State Peer Margin | -0.075 | -0.0222 | Lower State Peer Margin decreases predicted margin | |
| Expense/Bed | 1816456.473 | -0.0196 | Higher Expense/Bed decreases predicted margin | |
| Reimbursement Quality | 0.148 | +0.0155 | Higher Reimbursement Quality increases predicted m | |
| Log(Beds) | 4.718 | +0.0080 | Higher Log(Beds) increases predicted margin |
Suburban Community Hospit
Archetype
48.0%
Distress Risk
$5.8M
RCM Opportunity
D
Opportunity Grade
4.0%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P12. 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%
AR distress rate: 53.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Medicaid Day Pct | 0.031 | -0.058 | ▼ risk |
| Net To Gross Ratio | 0.301 | -0.030 | ▼ risk |
| Occupancy Rate | 0.495 | +0.028 | ▲ risk |
| Medicare Day Pct | 0.479 | +0.026 | ▲ risk |
| Revenue Per Bed | 1838569.955 | -0.015 | ▼ risk |
| Beds | 112.000 | -0.005 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $5.8M
Current margin: 1.2%
Projected margin: 4.0%
Grade: D
Comps: 32
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 | 0.301 | 0.402 | 10.0% | $2.4M | 65% | 18mo |
| Payer Mix Optimization | 0.490 | 0.613 | 12.3% | $1.8M | 50% | 24mo |
| Occupancy Improvement | 0.495 | 0.729 | 23.4% | $1.5M | 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 | 26.2 | [25.0, 75.0] | P36 | 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. |