ML Analysis — UNITY MEDICAL CENTER
CCN 351320 | 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.
44
/ 100 (D)
Financial Health7/25
RCM Upside17/25
Market Position10/20
Demand Defensibility4/15
Operational Efficiency6/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Heavy Medicare dependence (>55%)
- Small facility (<50 beds) — limited scale
Catalysts:
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-2.6%
R²=0.34 | n=4,907 | Grade B | Actual: -0.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-30.9%, 25.7%]. P56 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Net-to-Gross | 0.895 | +0.0590 | Higher Net-to-Gross increases predicted margin | |
| Log(Beds) | 2.639 | -0.0403 | Lower Log(Beds) decreases predicted margin | |
| Revenue/Bed | 1835519.143 | +0.0358 | Higher Revenue/Bed increases predicted margin | |
| State Peer Margin | -0.093 | -0.0351 | Lower State Peer Margin decreases predicted margin | |
| Expense/Bed | 1845376.714 | -0.0232 | Higher Expense/Bed decreases predicted margin |
Turnaround: 45%Turnaround possible (45%) but uncertain. Margin improvement depends on Net-to-Gross.
Rural/Critical Access
Archetype
57.1%
Distress Risk
$5.0M
RCM Opportunity
A
Opportunity Grade
19.0%
Projected Margin
Cluster: Rural/Critical Access
Percentile within cluster: P71. 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%
ND distress rate: 69.4%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.895 | +0.234 | ▲ risk |
| Occupancy Rate | 0.408 | +0.109 | ▲ risk |
| Medicare Day Pct | 0.837 | +0.087 | ▲ risk |
| Medicaid Day Pct | 0.006 | -0.083 | ▼ risk |
| Beds | 14.000 | -0.018 | ▼ risk |
| Revenue Per Bed | 1835519.143 | -0.015 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $5.0M
Current margin: -0.5%
Projected margin: 19.0%
Grade: A
Comps: 36
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 | 0.157 | 0.492 | 33.5% | $5.0M | 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 | 29.0 | [25.0, 75.0] | P50 | 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. |