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2 docs tagged with "causation"

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Counterfactual Thinking

Counterfactual thinking is the cognitive process of imagining how outcomes would have differed had circumstances, decisions, or events been different — "What if X had not happened?" or "What if we had done Y instead?" Used in causal analysis, decision post-mortems, legal reasoning, and historical understanding, it is a fundamental tool for learning from experience — but one that must be used carefully to avoid the psychological traps of hindsight bias and self-blame.

Proximate vs Root Cause

Distinguishing between proximate cause (the immediate trigger of an outcome) and root cause (the underlying systemic factor that enabled it) is the foundation of effective problem-solving. Addressing only proximate causes produces temporary fixes; addressing root causes produces lasting change. This distinction — central to root cause analysis, engineering post-mortems, and policy design — determines whether interventions prevent recurrence or merely manage symptoms.