BAYLOR S&W MEDICAL CENTER - PLANO
1. Target Overview & Investment Thesis
BAYLOR S&W MEDICAL CENTER - PLANO is a 160-bed suburban community hospital in COLLIN, TX with $242.5M in net patient revenue and a 4.0% operating margin. The hospital serves a payer mix of 42.5% Medicare, 1.0% Medicaid, and 56.6% commercial.
Thesis: Undervalued. Our ML models identify $17.9M in annual EBITDA improvement potential from RCM optimization across 5 levers, lifting margin from 4.0% to 11.3% (+736bps).
| Net Revenue HCRIS | $242.5M |
| Current EBITDA COMPUTED | $9.7M |
| Operating Margin COMPUTED | 4.0% |
| Occupancy HCRIS | 57.1% |
| Revenue / Bed COMPUTED | $1.5M |
| Net-to-Gross HCRIS | 30.4% |
| Distress Probability ML | 46.1% |
2. Market Context & Competitive Position
TX has 583 Medicare-certified hospitals with a median operating margin of -0.7%. The target's margin of 4.0% places it above the state median. Among 164 size-comparable peers (80-320 beds), the median margin is 2.6%. The target performs in line with or above peers.
3. RCM Performance Analysis — Comparable Hospitals
Comps selected by bed count (80-320), prioritizing same-state peers. 164 hospitals in the comp set.
| Hospital | State | Beds | Revenue | Margin |
|---|---|---|---|---|
| BAYLOR S&W MEDICAL CENTER - PL (Target) | TX | 160 | $242.5M | 4.0% |
| 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% |
| GOOD SHEPHERD MEDICAL CENTER | TX | 314 | $557.4M | 0.7% |
| HOUSTON METHODIST THE WOODLAND | TX | 292 | $535.9M | 13.9% |
| METHODIST WEST HOUSTON HOSPITA | TX | 270 | $529.7M | 15.5% |
| TEXAS HEALTH PRESBYTERIAN HOSP | TX | 305 | $499.6M | 14.7% |
| HILLCREST BAPTIST MEDICAL CENT | TX | 236 | $464.8M | -6.7% |
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: $17.9M (736bps margin improvement).
| Lever | Current | Target | EBITDA Impact | Margin | Ramp |
|---|---|---|---|---|---|
| Net Collection Rate | 93.5% | 97.0% | $5.1M | +210bp | 18mo |
| Cost to Collect | 4.5% | 2.5% | $4.9M | +200bp | 12mo |
| Denial Rate Reduction | 12.0% | 6.5% | $4.8M | +198bp | 12mo |
| A/R Days Reduction | 5200.0% | 3800.0% | $3.0M | +122bp | 9mo |
| Clean Claim Rate | 88.0% | 96.0% | $155K | +6bp | 6mo |
5. EBITDA Bridge
| Current EBITDA | $9.7M |
| + RCM Uplift | +$17.9M |
| Pro Forma EBITDA | $27.5M |
| Current Margin | 4.0% |
| Pro Forma Margin | 11.3% |
| WC Released (1x) | $9.3M |
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 | $14.9M | $242.2M | 16.31x | 74.8% |
| Base (11x exit) | 10.0x | 11.0x | $14.9M | $271.2M | 18.26x | 78.8% |
| Bull Case | 9.0x | 11.0x | $13.4M | $335.0M | 25.06x | 90.5% |
| Bull (12x exit) | 9.0x | 12.0x | $13.4M | $369.3M | 27.63x | 94.2% |
| Bear Case | 11.0x | 10.0x | $16.3M | $148.1M | 9.07x | 55.4% |
| Bear (11x exit) | 11.0x | 11.0x | $16.3M | $168.2M | 10.30x | 59.4% |
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
- 164 hospitals with 80-320 beds
- Same-state prioritization (n=165)
- Comp margins: P25=-8.5% / P50=2.6% / P75=14.3%
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.