BAYLOR UNIVERSITY MEDICAL CTR
1. Target Overview & Investment Thesis
BAYLOR UNIVERSITY MEDICAL CTR is a 800-bed large academic medical center in DALLAS, TX with $1.26B in net patient revenue and a 0.4% operating margin. The hospital serves a payer mix of 19.4% Medicare, 1.8% Medicaid, and 78.8% commercial.
Thesis: Undervalued. Our ML models identify $92.7M in annual EBITDA improvement potential from RCM optimization across 5 levers, lifting margin from 0.4% to 7.8% (+736bps).
| Net Revenue HCRIS | $1.26B |
| Current EBITDA COMPUTED | $5.2M |
| Operating Margin COMPUTED | 0.4% |
| Occupancy HCRIS | 89.9% |
| Revenue / Bed COMPUTED | $1.6M |
| Net-to-Gross HCRIS | 31.7% |
| Distress Probability ML | 40.0% |
2. Market Context & Competitive Position
TX has 583 Medicare-certified hospitals with a median operating margin of -0.7%. The target's margin of 0.4% places it above the state median. Among 35 size-comparable peers (400-1600 beds), the median margin is 2.8%. The target's below-peer margin suggests operational improvement opportunity.
3. RCM Performance Analysis — Comparable Hospitals
Comps selected by bed count (400-1600), prioritizing same-state peers. 35 hospitals in the comp set.
| Hospital | State | Beds | Revenue | Margin |
|---|---|---|---|---|
| BAYLOR UNIVERSITY MEDICAL CTR (Target) | TX | 800 | $1.26B | 0.4% |
| UT MD ANDERSON CANCER CENTER | TX | 721 | $4.90B | -0.8% |
| MEMORIAL HERMANN TEXAS MEDICAL | TX | 1089 | $2.64B | 2.8% |
| THE METHODIST HOSPITAL | TX | 966 | $2.63B | 5.2% |
| TEXAS CHILDRENS HOSPITAL | TX | 863 | $2.50B | -29.9% |
| UT SOUTHWESTERN UNIVERSITY HOS | TX | 737 | $2.28B | -4.6% |
| MEMORIAL HERMANN HOSPITAL SYS | TX | 1417 | $2.15B | 7.3% |
| SCOTT AND WHITE MEMORIAL HOSPI | TX | 616 | $1.85B | -10.5% |
| COOK CHILDRENS MEDICAL CENTER | TX | 423 | $1.51B | 16.5% |
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: $92.7M (736bps margin improvement).
| Lever | Current | Target | EBITDA Impact | Margin | Ramp |
|---|---|---|---|---|---|
| Net Collection Rate | 93.5% | 97.0% | $26.4M | +210bp | 18mo |
| Cost to Collect | 4.5% | 2.5% | $25.2M | +200bp | 12mo |
| Denial Rate Reduction | 12.0% | 6.5% | $24.9M | +198bp | 12mo |
| A/R Days Reduction | 5200.0% | 3800.0% | $15.3M | +122bp | 9mo |
| Clean Claim Rate | 88.0% | 96.0% | $806K | +6bp | 6mo |
5. EBITDA Bridge
| Current EBITDA | $5.2M |
| + RCM Uplift | +$92.7M |
| Pro Forma EBITDA | $97.9M |
| Current Margin | 0.4% |
| Pro Forma Margin | 7.8% |
| WC Released (1x) | $48.3M |
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 | $8.1M | $961.2M | 119.34x | 160.2% |
| Base (11x exit) | 10.0x | 11.0x | $8.1M | $1.06B | 131.60x | 165.4% |
| Bull Case | 9.0x | 11.0x | $7.2M | $1.37B | 188.76x | 185.2% |
| Bull (12x exit) | 9.0x | 12.0x | $7.2M | $1.49B | 206.22x | 190.3% |
| Bear Case | 11.0x | 10.0x | $8.9M | $495.3M | 55.90x | 123.6% |
| Bear (11x exit) | 11.0x | 11.0x | $8.9M | $547.7M | 61.81x | 128.2% |
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
- 35 hospitals with 400-1600 beds
- Same-state prioritization (n=36)
- Comp margins: P25=-23.4% / P50=2.8% / P75=12.9%
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.