Can Large Language Models Revolutionize Survey Research? Experiments with Disaster Preparedness Responses

In three linesarXiv study evaluating LLM integration in survey research for disaster preparedness. Five-stage framework tested on 946 Florida residents (Hurricane Milton 2024). Proposed A-TLM model outperforms classical imputation methods (RMSE 1.439 vs 1.496) under MNAR conditions with PMT theoretical structure.

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