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Quantifying uncertainty and variable sensitivity within the US billion-dollar weather and climate disaster cost estimates

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  • Adam Smith
  • Jessica Matthews

Abstract

Research examining natural disaster costs on social and economic systems is substantial. However, there are few empirical studies that seek to quantify the uncertainty and establish confidence intervals surrounding natural disaster cost estimates (ex post). To better frame the data limitations associated with natural disaster loss estimates, a range of losses can be evaluated by conducting multiple analyses and varying certain input parameters to which the losses are most sensitive. This paper contributes to the literature by examining new approaches for better understanding the uncertainty surrounding three US natural disaster cost estimate case studies, via Monte Carlo simulations to quantify the 95, 90 and 75 % confidence intervals. This research also performs a sensitivity analysis for one of the case studies examining which input data variables and assumptions are the most sensitive and contribute most to the overall uncertainty of the estimate. The Monte Carlo simulations for all three of the natural disaster events examined provide additional confidence in the US billion-dollar weather and climate disaster loss estimate report (NCDC 2014 ), since these estimates are within the confidence limits and near the mean and median of the example simulations. The normalized sensitivity analysis of Hurricane Ike damage costs determined that commercial losses in Texas are the most sensitive to assumption variability. Therefore, improvements in quantifying the commercial insurance participation rate for Texas will result in the largest reduction of uncertainty in the total loss estimate for Hurricane Ike. Further minimization of uncertainty would continue with improved measurement of subsequent cost parameters in order of descending sensitivity. Copyright Springer Science+Business Media Dordrecht 2015

Suggested Citation

  • Adam Smith & Jessica Matthews, 2015. "Quantifying uncertainty and variable sensitivity within the US billion-dollar weather and climate disaster cost estimates," 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. 77(3), pages 1829-1851, July.
  • Handle: RePEc:spr:nathaz:v:77:y:2015:i:3:p:1829-1851
    DOI: 10.1007/s11069-015-1678-x
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    5. Catalina Anampa Castro & Katherine Curtis & Jack DeWaard & Elizabeth Fussell & Kathryn McConnell & Kobie Price & Michael Soto & Stephan D. Whitaker, 2021. "Migration as a Vector of Economic Losses from Disaster-Affected Areas in the United States," Working Papers 21-22, Federal Reserve Bank of Cleveland.
    6. Laura A. Bakkensen & Xiangying Shi & Brianna D. Zurita, 2018. "The Impact of Disaster Data on Estimating Damage Determinants and Climate Costs," Economics of Disasters and Climate Change, Springer, vol. 2(1), pages 49-71, April.
    7. Pielke, Roger Jr, 2024. "Scientific Integrity and U.S. “Billion Dollar Disasters”," SocArXiv 3yf7b, Center for Open Science.
    8. Debra Javeline & Tracy Kijewski-Correa & Angela Chesler, 2019. "Does it matter if you “believe” in climate change? Not for coastal home vulnerability," Climatic Change, Springer, vol. 155(4), pages 511-532, August.
    9. Thilini Mahanama & Abootaleb Shirvani & Svetlozar Rachev, 2022. "A Natural Disasters Index," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 24(2), pages 263-284, April.
    10. Nicolas Bruneau & Juergen Grieser & Thomas Loridan & Enrica Bellone & Shree Khare, 2017. "The impact of extra-tropical transitioning on storm surge and waves in catastrophe risk modelling: application to the Japanese coastline," 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. 85(2), pages 649-667, January.
    11. Baldwin, Katherine & Williams, Brian & Tsiboe, Francis & Effland, Anne & Turner, Dylan & Pratt, Bryan & Jones, Jordan & Toossi, Saied & Hodges, Leslie, 2023. "U.S. Agricultural Policy Review, 2021," USDA Miscellaneous 333549, United States Department of Agriculture.
    12. Shahriar Akter & Samuel Fosso Wamba, 2019. "Big data and disaster management: a systematic review and agenda for future research," Annals of Operations Research, Springer, vol. 283(1), pages 939-959, December.
    13. Xavier Romão & Esmeralda Paupério, 2016. "A framework to assess quality and uncertainty in disaster loss data," 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. 83(2), pages 1077-1102, September.
    14. Thilini V. Mahanama & Abootaleb Shirvani, 2020. "A Natural Disasters Index," Papers 2008.03672, arXiv.org.
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    18. Guesmi, Khaled & Makrychoriti, Panagiota & Spyrou, Spyros, 2023. "The relationship between climate risk, climate policy uncertainty, and CO2 emissions: Empirical evidence from the US," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 610-628.

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