L1 — Association
Seeing — P(Y|X), observational
L3 — Counterfactual
Imagining — abduction → action → prediction
Temporal Comparison
Year-by-year KG snapshots
L2 — Intervention
Doing — do(param), graph surgery + ATE
L2 — Forecast
Doing — do(shock), 10-year projection
Scenario Builder
Custom scenario → KG render