JACKSON PURCHASE MEDICAL CENTER
1. Target Overview & Investment Thesis
JACKSON PURCHASE MEDICAL CENTER is a 95-bed suburban community hospital in GRAVES, KY with $91.1M in net patient revenue and a -6.8% operating margin. The hospital serves a payer mix of 31.9% Medicare, 2.5% Medicaid, and 65.7% commercial.
Thesis: Turnaround. Our ML models identify $6.7M in annual EBITDA improvement potential from RCM optimization across 5 levers, lifting margin from -6.8% to 0.6% (+736bps).
| Net Revenue HCRIS | $91.1M |
| Current EBITDA COMPUTED | $-6.2M |
| Operating Margin COMPUTED | -6.8% |
| Occupancy HCRIS | 45.9% |
| Revenue / Bed COMPUTED | $959K |
| Net-to-Gross HCRIS | 16.9% |
| Distress Probability ML | 47.7% |
2. Market Context & Competitive Position
KY has 114 Medicare-certified hospitals with a median operating margin of -0.6%. The target's margin of -6.8% places it below the state median. Among 47 size-comparable peers (48-190 beds), the median margin is 0.6%. The target's below-peer margin suggests operational improvement opportunity.
3. RCM Performance Analysis — Comparable Hospitals
Comps selected by bed count (48-190), prioritizing same-state peers. 47 hospitals in the comp set.
| Hospital | State | Beds | Revenue | Margin |
|---|---|---|---|---|
| JACKSON PURCHASE MEDICAL CENTE (Target) | KY | 95 | $91.1M | -6.8% |
| BAPTIST HEALTH PADUCAH | KY | 190 | $391.7M | -0.5% |
| MERCY HEALTH LOURDES HOSPITAL | KY | 178 | $288.1M | 7.7% |
| LAKE CUMBERLAND REGIONAL HOSP | KY | 179 | $278.7M | 5.6% |
| BAPTIST HEALTH MADISONVILLE | KY | 154 | $220.0M | -5.7% |
| ST. ELIZABETH FLORENCE | KY | 134 | $212.6M | 8.8% |
| SAINT JOSEPH EAST | KY | 138 | $209.5M | 2.6% |
| EPHRAIM MCDOWELL REG MED CTR | KY | 157 | $207.7M | -13.8% |
| ST. CLAIRE MEDICAL CENTER | KY | 100 | $204.5M | -8.5% |
4. Predicted Improvement Opportunities
Improvement targets set at P75 of comparable peers with 60% gap closure assumption. Coefficients calibrated to published research bands. Total EBITDA uplift: $6.7M (736bps margin improvement).
| Lever | Current | Target | EBITDA Impact | Margin | Ramp |
|---|---|---|---|---|---|
| Net Collection Rate | 93.5% | 97.0% | $1.9M | +210bp | 18mo |
| Cost to Collect | 4.5% | 2.5% | $1.8M | +200bp | 12mo |
| Denial Rate Reduction | 12.0% | 6.5% | $1.8M | +198bp | 12mo |
| A/R Days Reduction | 5200.0% | 3800.0% | $1.1M | +122bp | 9mo |
| Clean Claim Rate | 88.0% | 96.0% | $58K | +6bp | 6mo |
5. EBITDA Bridge
| Current EBITDA | $-6.2M |
| + RCM Uplift | +$6.7M |
| Pro Forma EBITDA | $550K |
| Current Margin | -6.8% |
| Pro Forma Margin | 0.6% |
| WC Released (1x) | $3.5M |
6. Returns Analysis — Scenario Matrix
5-year hold, 5.5x leverage, 3% organic growth, 10%/yr debt paydown. Base case uses 100% of predicted RCM uplift. Bull case: 130% uplift at lower entry. Bear case: 50% uplift at higher entry.
| Scenario | Entry | Exit | Equity In | Equity Out | MOIC | IRR |
|---|---|---|---|---|---|---|
| Base Case | 10.0x | 10.0x | $-9.5M | $26.5M | 0.00x | -100.0% |
| Base (11x exit) | 10.0x | 11.0x | $-9.5M | $26.0M | 0.00x | -100.0% |
| Bull Case | 9.0x | 11.0x | $-8.5M | $45.1M | 0.00x | -100.0% |
| Bull (12x exit) | 9.0x | 12.0x | $-8.5M | $46.7M | 0.00x | -100.0% |
| Bear Case | 11.0x | 10.0x | $-10.4M | $-4.0M | 0.00x | -100.0% |
| Bear (11x exit) | 11.0x | 11.0x | $-10.4M | $-7.8M | 0.00x | -100.0% |
7. Key Risks & Mitigants
| Severity | Risk Factor | Mitigant |
|---|---|---|
| High | Negative operating margin | RCM uplift bridge shows clear path to profitability; working capital release provides near-term cash cushion |
| Low | Low net-to-gross ratio | Large contractual allowances suggest pricing discipline issues. Mitigant: payer renegotiation is an additional upside lever |
8. Data Sources & Methodology Appendix
Data Sources
- CMS HCRIS Cost Reports (Medicare-certified hospitals)
- CMS Medicare Utilization (DRG-level volumes)
- CMS Chronic Conditions (county-level disease prevalence)
- HCRIS multi-year trend data (financial time series)
Comparable Selection
- 47 hospitals with 48-190 beds
- Same-state prioritization (n=48)
- Comp margins: P25=-10.7% / P50=0.6% / P75=10.3%
Bridge Methodology
- Targets: P75 of comparable peers (60% gap closure)
- Denial: avoidable share = 35% of delta × NPR
- AR: bad debt coefficient = $0.65 per day per $1K NPR
- NCR: 60% coefficient on collection rate improvement
- CDI: 0.75% of Medicare revenue per 0.01 CMI point
Returns Assumptions
- Leverage: 5.5x entry (84.6% debt / 15.4% equity)
- Organic growth: 3% annual EBITDA growth
- Debt paydown: 10% of principal per year
- Hold period: 5 years
Generated by SeekingChartis on April 26, 2026. All predictions use public data only. Confidence intervals calibrated via split conformal prediction (90% coverage target). This memo is for informational purposes and does not constitute investment advice.