Directed Acyclic Graph (DAG) Workbench
Observational ML R²:
0.91
Interventional ML R² (Observational):
-1.42
Interventional SCM R² (Causal):
0.88
Bets True Corr Under Shift:
0.94
Spurious Correlation Flagged:
TRUE
Observational ML vs Causal Intervention Engine
Observational Fits (R²)
R² = 0.910
Counterfactual ML Error
R² = -1.420
Invariant SCM Performance
R² = 0.880
Spurious Bet Risk Flag
FLAGGED
Uncorrelated Algorithmic Bet Diagnostic
| Bet Identifier | Model Basis | Obs. Corr | Interventional Corr | Risk Status |
|---|