ML Analysis — BAPTIST HEALTH REHABILITATION INSTIT
CCN 043026 | 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.
47
/ 100 (C)
Financial Health12/25
RCM Upside10/25
Market Position8/20
Demand Defensibility11/15
Operational Efficiency5/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
Catalysts:
- Strong commercial payer base protects revenue
- Volume growth opportunity from low occupancy
Margin Prediction (Trained Ridge Model)
-11.2%
R²=0.34 | n=4,907 | Grade B | Actual: 7.1%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-39.5%, 17.2%]. P35 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 342885.408 | -0.1726 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 318686.642 | +0.1649 | Higher Expense/Bed increases predicted margin | |
| Bed Utilization Value | 151276.658 | -0.0239 | Lower Bed Utilization Value decreases predicted ma | |
| Reimbursement Quality | 0.122 | +0.0228 | Higher Reimbursement Quality increases predicted m | |
| State Peer Margin | -0.075 | -0.0222 | Lower State Peer Margin decreases predicted margin |
Suburban Community Hospit
Archetype
54.5%
Distress Risk
$6.1M
RCM Opportunity
A
Opportunity Grade
21.9%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P55. 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: High
National distress rate: 49.3%
AR distress rate: 53.3%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.441 | +0.078 | ▲ risk |
| Medicaid Day Pct | 0.162 | +0.073 | ▲ risk |
| Revenue Per Bed | 342885.408 | +0.073 | ▲ risk |
| Net To Gross Ratio | 0.299 | -0.031 | ▼ risk |
| Medicare Day Pct | 0.429 | +0.018 | ▲ risk |
| Beds | 120.000 | -0.004 | ▼ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $6.1M
Current margin: 7.1%
Projected margin: 21.9%
Grade: A
Comps: 32
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 | 0.409 | 0.648 | 23.9% | $3.6M | 50% | 24mo |
| Occupancy Improvement | 0.441 | 0.749 | 30.8% | $2.0M | 55% | 24mo |
| Net-to-Gross Ratio Improvement | 0.299 | 0.405 | 10.6% | $509K | 65% | 18mo |
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 | 26.3 | [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. |