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In this position paper, we discuss the promise and peril in data-driven disaster analysis. We argue for the importance of being sensitive to the construct validity issue prevailed in many big data studies and propose a research strategy as a remedy for such issue. Our strategy comprises three steps: theory-driven set-up first, statistic assessment follows, and qualitative inquiry for further calibration...
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