counterfactual-causal-analysis

Purpose

Intervene on factors, construct counterfactual worlds, test necessity and sufficiency, and identify load-bearing causal factors.

Input contract

required: [causal_claim, variables, intervention_target]
optional: [mechanism_graph, baseline_world, comparison_conditions]
constraints: [intervention and outcome must be measurable or explicitly qualitative]

Execution protocol

Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.