ML Analysis — KINDRED HOSPITAL ALBUQUERQUE
CCN 322002 | 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.
40
/ 100 (D)
Financial Health12/25
RCM Upside10/25
Market Position4/20
Demand Defensibility8/15
Operational Efficiency5/15
Entry Multiple: 6.0x – 8.5x
Est. MOIC: 1.5x
Risk Factors:
Catalysts:
Margin Prediction (Trained Ridge Model)
-3.5%
R²=0.34 | n=4,907 | Grade B | Actual: 8.7%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-31.8%, 24.8%]. P53 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Expense/Bed | 671628.070 | +0.1214 | Higher Expense/Bed increases predicted margin | |
| Revenue/Bed | 735637.719 | -0.1178 | Lower Revenue/Bed decreases predicted margin | |
| Reimbursement Quality | 0.281 | -0.0228 | Higher Reimbursement Quality decreases predicted m | |
| Commercial % | 0.968 | +0.0156 | Higher Commercial % increases predicted margin | |
| Bed Count | 57.000 | +0.0143 | Higher Bed Count increases predicted margin |
nan%
Distress Risk
$933K
RCM Opportunity
D
Opportunity Grade
10.9%
Projected Margin
Distress Analysis
Risk: Unknown
National distress rate: 49.3%
NM distress rate: 41.7%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.773 | -0.230 | ▼ risk |
| Medicare Day Pct | 0.032 | -0.051 | ▼ risk |
| Medicaid Day Pct | nan | +nan | ▼ risk |
| Revenue Per Bed | 735637.719 | +0.050 | ▲ risk |
| Net To Gross Ratio | 0.290 | -0.035 | ▼ risk |
| Beds | 57.000 | -0.012 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $933K
Current margin: 8.7%
Projected margin: 10.9%
Grade: D
Comps: 22
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 | 0.290 | 0.480 | 19.0% | $933K | 65% | 18mo |
Predicted RCM Performance (Public Data Only)
B
RCM Grade
Average RCM profile — some improvement opportunities. Standard diligence scope recommended.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 25.0% | [2.0%, 25.0%] | P83 | Below average — denial rate suggests RCM improvement opportu |
| Days in AR | 75.0 | [25.0, 75.0] | P83 | Below average — days in ar suggests RCM improvement opportun |
| 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. |