Individual skill
counterfactual-causal-analysis
Intervene on factors, construct counterfactual worlds, test necessity/sufficiency, and identify load-bearing causal factors.
skills/counterfactual-causal-analysis/SKILL.md
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# counterfactual-causal-analysis
## Purpose
Intervene on factors, construct counterfactual worlds, test necessity and sufficiency, and identify load-bearing causal factors.
## Input contract
```yaml
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.
1. You MUST load skill `extract-causal-structure` to extract the causal structure. You MUST load skill `identify-variables` to type its variables.
2. You MUST load skill `construct-counterfactual` to construct the counterfactual. You MUST load skill `identify-load-bearing-factors` to identify load-bearing factors.