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What matters the most? Understanding individual tornado preparedness using machine learning

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Listed:
  • Junghwa Choi

    (The University of Oklahoma)

  • Scott Robinson

    (The University of Oklahoma)

  • Romit Maulik

    (Argonne National Laboratory)

  • Wesley Wehde

    (East Tennessee State University)

Abstract

Scholars from various disciplines have long attempted to identify the variables most closely associated with individual preparedness. Therefore, we now have much more knowledge regarding these factors and their association with individual preparedness behaviors. However, it has not been sufficiently discussed how decisive many of these factors are in encouraging preparedness. In this article, we seek to examine what factors, among the many examined in previous studies, are most central to engendering emergency preparedness in individuals particularly for tornadoes by utilizing a relatively uncommon machine learning technique in disaster management literature. Using unique survey data, we find that in the case of tornado preparedness the most decisive variables are related to personal experiences and economic circumstances rather than basic demographics. Our findings contribute to scholarly endeavors to understand and promote individual tornado preparedness behaviors by highlighting the variables most likely to shape tornado preparedness at an individual level.

Suggested Citation

  • Junghwa Choi & Scott Robinson & Romit Maulik & Wesley Wehde, 2020. "What matters the most? Understanding individual tornado preparedness using machine learning," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 103(1), pages 1183-1200, August.
  • Handle: RePEc:spr:nathaz:v:103:y:2020:i:1:d:10.1007_s11069-020-04029-1
    DOI: 10.1007/s11069-020-04029-1
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    References listed on IDEAS

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    1. Charles S. Taber & Milton Lodge, 2006. "Motivated Skepticism in the Evaluation of Political Beliefs," American Journal of Political Science, John Wiley & Sons, vol. 50(3), pages 755-769, July.
    2. Thomas J. Rudolph & Jillian Evans, 2005. "Political Trust, Ideology, and Public Support for Government Spending," American Journal of Political Science, John Wiley & Sons, vol. 49(3), pages 660-671, July.
    3. Douglas Paton, 2008. "Risk communication and natural hazard mitigation: how trust influences its effectiveness," International Journal of Global Environmental Issues, Inderscience Enterprises Ltd, vol. 8(1/2), pages 2-16.
    4. Alice Fothergill & Lori Peek, 2004. "Poverty and Disasters in the United States: A Review of Recent Sociological Findings," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 32(1), pages 89-110, May.
    5. Michael K. Lindell & David J. Whitney, 2000. "Correlates of Household Seismic Hazard Adjustment Adoption," Risk Analysis, John Wiley & Sons, vol. 20(1), pages 13-26, February.
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    Cited by:

    1. Brielle Lillywhite & Gregor Wolbring, 2022. "Emergency and Disaster Management, Preparedness, and Planning (EDMPP) and the ‘Social’: A Scoping Review," Sustainability, MDPI, vol. 14(20), pages 1-50, October.

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