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reasoning-counterfactuallisted

Evaluate alternative scenarios by simulating interventions on past decisions or hypothetical futures. Use when assessing decisions in hindsight, planning scenarios, or comparing paths not taken. Produces comparative analysis with probability-weighted outcomes.
aiskillstore/marketplace · ★ 329 · AI & Automation · score 79
Install: claude install-skill aiskillstore/marketplace
# Counterfactual Reasoning Simulate alternative realities. The logic of "what if" and decision evaluation. ## Type Signature ``` Counterfactual : Actual → Intervention → Alternative → Comparison Where: Actual : Decision × Outcome → ActualWorld Intervention : ActualWorld × Δ → ModifiedPremise Alternative : ModifiedPremise → ProjectedOutcome Comparison : (ActualWorld, ProjectedOutcome) → DifferenceAnalysis ``` ## When to Use **Use counterfactual when:** - Evaluating past decisions ("Should we have...") - Scenario planning ("What if X happens...") - Comparing options not taken ("If we had chosen...") - Strategic simulation ("If competitor does X...") - Learning from outcomes ("Was our decision right?") **Don't use when:** - Executing known process → Use Causal - Explaining observation → Use Abductive - Resolving disagreement → Use Dialectical ## Core Principles ### Minimal Intervention Change only what's necessary to test the hypothesis: - Modify one variable at a time where possible - Keep everything else constant (ceteris paribus) - Trace downstream effects carefully ### Probability Weighting Alternative outcomes aren't certain: - Assign probability to each projected outcome - Consider multiple possible alternatives per intervention - Avoid overconfidence in projections ### Asymmetry Awareness Counterfactual analysis has inherent biases: - Hindsight makes alternatives seem clearer - Survivors don't see paths that led to failure - Confidence in pr