ML Analysis — KNAPP MEDICAL CENTER
CCN 450128 | 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.
43
/ 100 (D)
Financial Health8/25
RCM Upside17/25
Market Position11/20
Demand Defensibility7/15
Operational Efficiency0/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
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)
-5.3%
R²=0.34 | n=4,907 | Grade B | Actual: -0.9%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-33.7%, 22.9%]. P48 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 604520.525 | -0.1361 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 610156.599 | +0.1290 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | -0.006 | +0.0290 | Higher State Peer Margin increases predicted margi | |
| Net-to-Gross | 0.160 | -0.0234 | Lower Net-to-Gross decreases predicted margin | |
| Reimbursement Quality | 0.121 | +0.0230 | Higher Reimbursement Quality increases predicted m |
Turnaround: 41%Turnaround possible (41%) but uncertain. Margin improvement depends on improving Revenue/Bed.
Suburban Community Hospit
Archetype
49.8%
Distress Risk
$4.7M
RCM Opportunity
D
Opportunity Grade
3.9%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P62. 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%
TX distress rate: 42.8%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Net To Gross Ratio | 0.160 | -0.093 | ▼ risk |
| Occupancy Rate | 0.442 | +0.077 | ▲ risk |
| Revenue Per Bed | 604520.525 | +0.058 | ▲ risk |
| Medicare Day Pct | 0.146 | -0.031 | ▼ risk |
| Medicaid Day Pct | 0.096 | +0.007 | ▲ risk |
| Beds | 162.000 | +0.002 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.7M
Current margin: -0.9%
Projected margin: 3.9%
Grade: D
Comps: 159
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.442 | 0.740 | 29.8% | $2.0M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.160 | 0.309 | 14.8% | $1.7M | 65% | 18mo |
| Payer Mix Optimization | 0.758 | 0.827 | 6.9% | $1.0M | 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 | 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. |