ML Analysis — KFH - REDWOOD CITY
CCN 050541 | 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.
55
/ 100 (C)
Financial Health9/25
RCM Upside19/25
Market Position13/20
Demand Defensibility8/15
Operational Efficiency6/15
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
Margin Prediction (Trained Ridge Model)
-2.0%
R²=0.34 | n=4,907 | Grade B | Actual: -4.5%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-30.3%, 26.3%]. P57 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 2712060.786 | +0.1581 | Higher Revenue/Bed increases predicted margin | |
| Expense/Bed | 2834204.971 | -0.1450 | Higher Expense/Bed decreases predicted margin | |
| Reimbursement Quality | 0.292 | -0.0261 | Higher Reimbursement Quality decreases predicted m | |
| Bed Utilization Value | 1545768.501 | +0.0223 | Higher Bed Utilization Value increases predicted m | |
| Commercial % | 0.954 | +0.0151 | Higher Commercial % increases predicted margin |
Turnaround: 46%Turnaround possible (46%) but uncertain. Margin improvement depends on Revenue/Bed.
Suburban Community Hospit
Archetype
42.7%
Distress Risk
$1.0M
RCM Opportunity
D
Opportunity Grade
-4.2%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P61. 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%
CA distress rate: 49.7%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Medicaid Day Pct | 0.011 | -0.078 | ▼ risk |
| Revenue Per Bed | 2712060.786 | -0.067 | ▼ risk |
| Medicare Day Pct | 0.035 | -0.050 | ▼ risk |
| Occupancy Rate | 0.570 | -0.042 | ▼ risk |
| Net To Gross Ratio | 0.306 | -0.028 | ▼ risk |
| Beds | 140.000 | -0.001 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $1.0M
Current margin: -4.5%
Projected margin: -4.2%
Grade: D
Comps: 197
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Occupancy Improvement | 0.570 | 0.722 | 15.2% | $1.0M | 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 | 25.4 | [25.0, 75.0] | P30 | 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. |