ML Analysis — MEDICAL CITY DENTON
CCN 450634 | 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 Health19/25
RCM Upside5/25
Market Position9/20
Demand Defensibility11/15
Operational Efficiency7/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
Margin Prediction (Trained Ridge Model)
5.0%
R²=0.34 | n=4,907 | Grade B | Actual: 23.3%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-23.3%, 33.3%]. P74 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 997090.697 | +0.0813 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 1299684.174 | -0.0390 | Lower Revenue/Bed decreases predicted margin | |
| Reimbursement Quality | 0.069 | +0.0382 | Higher Reimbursement Quality increases predicted m | |
| Net-to-Gross | 0.099 | -0.0302 | Lower Net-to-Gross decreases predicted margin | |
| State Peer Margin | -0.006 | +0.0290 | Higher State Peer Margin increases predicted margi |
Suburban Community Hospit
Archetype
40.4%
Distress Risk
$7.6M
RCM Opportunity
D
Opportunity Grade
26.3%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P56. 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%
TX distress rate: 42.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.718 | -0.179 | ▼ risk |
| Net To Gross Ratio | 0.099 | -0.120 | ▼ risk |
| Medicaid Day Pct | 0.011 | -0.078 | ▼ risk |
| Revenue Per Bed | 1299684.174 | +0.017 | ▲ risk |
| Beds | 195.000 | +0.006 | ▲ risk |
| Medicare Day Pct | 0.296 | -0.005 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $7.6M
Current margin: 23.3%
Projected margin: 26.3%
Grade: D
Comps: 148
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 | 0.099 | 0.286 | 18.7% | $5.5M | 65% | 18mo |
| Payer Mix Optimization | 0.693 | 0.819 | 12.6% | $1.9M | 50% | 24mo |
| Occupancy Improvement | 0.718 | 0.742 | 2.4% | $155K | 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. |