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Counterfactual Scenario Generation for Evacuation Planning

Rather than asking "what if a disaster happens?" once and stopping, testing your evacuation plan against multiple disaster types—fire, flood, gas leak, civil unrest—catches gaps that single-scenario planning misses. Each scenario reveals different choke points: blocked exits, isolated family members, missing supplies.

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Why It Matters

Counterfactual scenario generation is the creation of alternative what-if situations that differ from a baseline plan in one or more key variables, allowing planners to understand how different conditions would change outcomes. In evacuation planning, this means modeling how your route, timing, or resource availability would perform under varied disaster conditions.

AI can systematically produce dozens of counterfactual evacuation scenarios by altering inputs such as time of day, road closures, household member availability, and vehicle capacity, revealing which plan elements are robust and which are dangerously condition-dependent.

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