BAYLOR S&W MEDICAL CENTER - MCKINNEY
1. Target Overview & Investment Thesis
BAYLOR S&W MEDICAL CENTER - MCKINNEY is a 189-bed suburban community hospital in nan, TX with $286.8M in net patient revenue and a 12.8% operating margin. The hospital serves a payer mix of 26.0% Medicare, 1.0% Medicaid, and 73.0% commercial.
Thesis: Turnaround. Our ML models identify $21.1M in annual EBITDA improvement potential from RCM optimization across 5 levers, lifting margin from 12.8% to 20.2% (+736bps).
| Net Revenue HCRIS | $286.8M |
| Current EBITDA COMPUTED | $36.8M |
| Operating Margin COMPUTED | 12.8% |
| Occupancy HCRIS | 77.6% |
| Revenue / Bed COMPUTED | $1.5M |
| Net-to-Gross HCRIS | 28.5% |
| Distress Probability ML | 40.7% |
2. Market Context & Competitive Position
TX has 583 Medicare-certified hospitals with a median operating margin of -0.7%. The target's margin of 12.8% places it above the state median. Among 151 size-comparable peers (94-378 beds), the median margin is 3.3%. The target performs in line with or above peers.
3. RCM Performance Analysis — Comparable Hospitals
Comps selected by bed count (94-378), prioritizing same-state peers. 151 hospitals in the comp set.
| Hospital | State | Beds | Revenue | Margin |
|---|---|---|---|---|
| BAYLOR S&W MEDICAL CENTER - MC (Target) | TX | 189 | $286.8M | 12.8% |
| CHILDRENS MEDICAL CENTER OF DA | TX | 377 | $1.56B | 10.3% |
| DELL CHILDRENS MEDICAL CENTER | TX | 262 | $901.9M | 25.5% |
| DRISCOLL CHILDRENS HOSPITAL | TX | 215 | $694.3M | 29.4% |
| ROUND ROCK HOSPITAL | TX | 165 | $681.4M | 8.7% |
| METHODIST SUGAR LAND HOSPITAL | TX | 337 | $679.6M | 12.6% |
| METHODIST WILLOWBROOK HOSPITAL | TX | 346 | $661.8M | 10.8% |
| GOOD SHEPHERD MEDICAL CENTER | TX | 314 | $557.4M | 0.7% |
| METHODIST DALLAS MEDICAL CENTE | TX | 375 | $555.7M | -5.4% |
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: $21.1M (736bps margin improvement).
| Lever | Current | Target | EBITDA Impact | Margin | Ramp |
|---|---|---|---|---|---|
| Net Collection Rate | 93.5% | 97.0% | $6.0M | +210bp | 18mo |
| Cost to Collect | 4.5% | 2.5% | $5.7M | +200bp | 12mo |
| Denial Rate Reduction | 12.0% | 6.5% | $5.7M | +198bp | 12mo |
| A/R Days Reduction | 5200.0% | 3800.0% | $3.5M | +122bp | 9mo |
| Clean Claim Rate | 88.0% | 96.0% | $184K | +6bp | 6mo |
5. EBITDA Bridge
| Current EBITDA | $36.8M |
| + RCM Uplift | +$21.1M |
| Pro Forma EBITDA | $57.9M |
| Current Margin | 12.8% |
| Pro Forma Margin | 20.2% |
| WC Released (1x) | $11.0M |
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 | $56.6M | $453.8M | 8.02x | 51.6% |
| Base (11x exit) | 10.0x | 11.0x | $56.6M | $517.6M | 9.14x | 55.7% |
| Bull Case | 9.0x | 11.0x | $51.0M | $605.6M | 11.89x | 64.1% |
| Bull (12x exit) | 9.0x | 12.0x | $51.0M | $675.7M | 13.26x | 67.7% |
| Bear Case | 11.0x | 10.0x | $62.3M | $329.9M | 5.30x | 39.6% |
| Bear (11x exit) | 11.0x | 11.0x | $62.3M | $383.1M | 6.15x | 43.8% |
7. Key Risks & Mitigants
| Severity | Risk Factor | Mitigant |
|---|---|---|
| Medium | Standard execution risk | RCM improvement requires management buy-in and 12-18 month implementation timeline |
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
- 151 hospitals with 94-378 beds
- Same-state prioritization (n=152)
- Comp margins: P25=-8.3% / P50=3.3% / P75=13.5%
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.