Corpus Intelligence Model Calibration / Backtest 2026-04-26 00:40 UTC
Model Calibration / Backtest
365 realized deals · P50 MOIC 2.80x · Model R² -1.090 · MAE 1.243x
🛡️ Public data only — no PHI permitted on this instance.
Realized Deals
365
of 655 corpus
Corpus P50 MOIC
2.80x
realized
P25 / P75 MOIC
2.00x / 3.50x
IQR
Loss Rate
14.8%
MOIC < 1.0×
3× Homerun Rate
44.1%
MOIC ≥ 3.0×
Model R²
-1.090
n=318 calibrated pairs
realized corpus outcomes
Realized MOIC Distribution — Full Corpus (n=365)
2.5×0x1x2x3x6xn=365
Red dashed = 1.0× breakeven  ·  Green dashed = 2.5× threshold  ·  Each bar = 0.2× bin
entry characteristics vs realized outcomes
Entry Signal Calibration Scatter Plots
Entry Multiple vs Realized MOIC
1.0×312220.0x3.2x6.5xEntry EV/EBITDA (×)Realized MOICn=291
Amber dashed = linear trend. Higher entry multiple → lower realized MOIC historically.
Hold Period vs Realized MOIC
1.0×16110.0x3.2x6.5xHold YearsRealized MOICn=351
Longer holds show modest MOIC boost but compress IRR.
Predicted vs Realized MOIC (45° = perfect)
1.0×0360.0x3.2x6.5xPredicted MOIC (corpus model)Realized MOICn=305
Points on/near the trend line = well-calibrated. Scatter above/below = model bias.
corpus OLS calibration accuracy
Model Calibration Statistics
MetricValue
Mean Absolute Error (MAE)1.243x
RMSE2.046x
Mean Bias (predicted – realized)-0.059x
R² (corpus regression)-1.090
Calibrated pairs (with entry multiple + hold)318
Model: OLS on entry EV/EBITDA + hold years + payer mix adjustment (corpus-calibrated). Prediction formula: MOIC ≈ 3.2 − 0.10×multiple + 0.12×hold + payer_adj
P50 MOIC by healthcare sector
Sector-Level MOIC Distribution (≥3 realized deals)
SectorN P25 MOIC P50 MOIC P75 MOIC Loss% 3×+%
managed_care_services 4 3.70x 4.25x 4.62x 0.0% 75.0%
asc 8 3.27x 3.65x 3.80x 0.0% 75.0%
urgent_care 3 3.25x 3.50x 3.75x 0.0% 100.0%
Dermatology 3 3.15x 3.40x 3.45x 0.0% 66.7%
Healthcare IT / RCM 3 2.75x 3.30x 4.05x 0.0% 66.7%
hospice 4 3.20x 3.30x 4.00x 0.0% 100.0%
oncology 5 3.20x 3.30x 3.60x 0.0% 80.0%
Orthopedics 3 3.00x 3.20x 3.35x 0.0% 66.7%
cardiology 3 1.80x 3.20x 4.35x 33.3% 66.7%
primary_care 3 1.65x 3.20x 3.35x 33.3% 66.7%
dme_home_health 6 2.33x 3.15x 3.67x 0.0% 66.7%
Behavioral Health 3 1.75x 3.10x 3.45x 33.3% 66.7%
Dental 3 2.80x 3.10x 5.80x 0.0% 66.7%
health_it 32 2.27x 3.10x 4.03x 9.4% 62.5%
behavioral_health 11 2.00x 3.00x 3.20x 9.1% 54.5%
dialysis 5 2.20x 3.00x 3.10x 0.0% 60.0%
physician_group 20 1.85x 2.90x 3.58x 10.0% 50.0%
managed_care 19 2.05x 2.80x 3.65x 15.8% 47.4%
digital_health 3 2.50x 2.50x 3.35x 0.0% 33.3%
home_health 11 2.45x 2.50x 3.15x 0.0% 36.4%
Unknown 101 1.40x 2.40x 3.20x 21.8% 33.7%
ltach_post_acute 5 2.30x 2.40x 2.50x 0.0% 0.0%
dental 5 1.20x 2.20x 4.20x 20.0% 40.0%
hospital 12 0.55x 2.10x 2.50x 41.7% 8.3%
physical_therapy 4 1.30x 2.05x 2.58x 25.0% 0.0%
radiology 3 0.65x 0.70x 1.75x 66.7% 0.0%