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Using Disaster Outcomes to Validate Components of Social Vulnerability to Floods: Flood Deaths and Property Damage across the USA

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  • Beth Tellman

    (The Earth Institute, Columbia University, New York, NY 10025, USA
    Cloud to Street, New York, NY 112131, USA)

  • Cody Schank

    (Dell EMC, Austin, TX 78759, USA)

  • Bessie Schwarz

    (Cloud to Street, New York, NY 112131, USA)

  • Peter D. Howe

    (Department of Environment and Society, Utah State University, Logan, UT 84321, USA)

  • Alex de Sherbinin

    (Center for International Earth Science Information Network (CIESIN), The Earth Institute at Columbia University, Palisades, NY 10964, USA)

Abstract

Social vulnerability indicators seek to identify populations susceptible to hazards based on aggregated sociodemographic data. Vulnerability indices are rarely validated with disaster outcome data at broad spatial scales, making it difficult to develop effective national scale strategies to mitigate loss for vulnerable populations. This paper validates social vulnerability indicators using two flood outcomes: death and damage. Regression models identify sociodemographic factors associated with variation in outcomes from 11,629 non-coastal flood events in the USA (2008–2012), controlling for flood intensity using stream gauge data. We compare models with (i) socioeconomic variables, (ii) the composite social vulnerability index (SoVI), and (iii) flood intensity variables only. The SoVI explains a larger portion of the variance in death (AIC = 2829) and damage (R 2 = 0.125) than flood intensity alone (death—AIC = 2894; damage—R 2 = 0.089), and models with individual sociodemographic factors perform best (death—AIC = 2696; damage—R 2 = 0.229). Socioeconomic variables correlated with death (rural counties with a high proportion of elderly and young) differ from those related to property damage (rural counties with high percentage of Black, Hispanic and Native American populations below the poverty line). Results confirm that social vulnerability influences death and damage from floods in the USA. Model results indicate that social vulnerability models related to specific hazards and outcomes perform better than generic social vulnerability indices (e.g., SoVI) in predicting non-coastal flood death and damage. Hazard- and outcome-specific indices could be used to better direct efforts to ameliorate flood death and damage towards the people and places that need it most. Future validation studies should examine other flood outcomes, such as evacuation, migration and health, across scales.

Suggested Citation

  • Beth Tellman & Cody Schank & Bessie Schwarz & Peter D. Howe & Alex de Sherbinin, 2020. "Using Disaster Outcomes to Validate Components of Social Vulnerability to Floods: Flood Deaths and Property Damage across the USA," Sustainability, MDPI, vol. 12(15), pages 1-28, July.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:15:p:6006-:d:390175
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    1. Greg Oulahen & Linda Mortsch & Kathy Tang & Deborah Harford, 2015. "Unequal Vulnerability to Flood Hazards: “Ground Truthing” a Social Vulnerability Index of Five Municipalities in Metro Vancouver, Canada," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 105(3), pages 473-495, May.
    2. Zeileis, Achim & Kleiber, Christian & Jackman, Simon, 2008. "Regression Models for Count Data in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i08).
    3. Cooley, Daniel & Nychka, Douglas & Naveau, Philippe, 2007. "Bayesian Spatial Modeling of Extreme Precipitation Return Levels," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 824-840, September.
    4. S. Eriksen & P. Kelly, 2007. "Developing Credible Vulnerability Indicators for Climate Adaptation Policy Assessment," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 12(4), pages 495-524, May.
    5. Eric Tate & Aaron Strong & Travis Kraus & Haoyi Xiong, 2016. "Flood recovery and property acquisition in Cedar Rapids, Iowa," 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. 80(3), pages 2055-2079, February.
    6. 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.
    7. Yi Qiang & Nina S. N. Lam & Heng Cai & Lei Zou, 2017. "Changes in Exposure to Flood Hazards in the United States," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(6), pages 1332-1350, November.
    8. Alex de Sherbinin & Anamaria Bukvic & Guillaume Rohat & Melanie Gall & Brent McCusker & Benjamin Preston & Alex Apotsos & Carolyn Fish & Stefan Kienberger & Park Muhonda & Olga Wilhelmi & Denis Machar, 2019. "Climate vulnerability mapping: A systematic review and future prospects," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(5), September.
    9. Heng Cai & Nina S. N. Lam & Lei Zou & Yi Qiang, 2018. "Modeling the Dynamics of Community Resilience to Coastal Hazards Using a Bayesian Network," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(5), pages 1260-1279, September.
    10. Eric Tate & Aaron Strong & Travis Kraus & Haoyi Xiong, 2016. "Flood recovery and property acquisition in Cedar Rapids, Iowa," 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. 80(3), pages 2055-2079, February.
    11. Brenden Jongman & Stefan Hochrainer-Stigler & Luc Feyen & Jeroen C. J. H. Aerts & Reinhard Mechler & W. J. Wouter Botzen & Laurens M. Bouwer & Georg Pflug & Rodrigo Rojas & Philip J. Ward, 2014. "Increasing stress on disaster-risk finance due to large floods," Nature Climate Change, Nature, vol. 4(4), pages 264-268, April.
    12. D. Yoon, 2012. "Assessment of social vulnerability to natural disasters: a comparative study," 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. 63(2), pages 823-843, September.
    13. Atreya, Ajita & Ferreira, Susana & Michel-Kerjan, Erwann, 2015. "What drives households to buy flood insurance? New evidence from Georgia," Ecological Economics, Elsevier, vol. 117(C), pages 153-161.
    14. Alexandra Paige Fischer & Tim G. Frazier, 2018. "Social Vulnerability to Climate Change in Temperate Forest Areas: New Measures of Exposure, Sensitivity, and Adaptive Capacity," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(3), pages 658-678, May.
    15. Seth E. Spielman & Joseph Tuccillo & David C. Folch & Amy Schweikert & Rebecca Davies & Nathan Wood & Eric Tate, 2020. "Evaluating social vulnerability indicators: criteria and their application to the Social Vulnerability Index," 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. 100(1), pages 417-436, January.
    16. Eric Tate, 2012. "Social vulnerability indices: a comparative assessment using uncertainty and sensitivity analysis," 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. 63(2), pages 325-347, September.
    17. Roger S. Bivand & David W. S. Wong, 2018. "Comparing implementations of global and local indicators of spatial association," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 27(3), pages 716-748, September.
    18. Nina S N Lam & Helbert Arenas & Kelley Pace & James LeSage & Richard Campanella, 2012. "Predictors of Business Return in New Orleans after Hurricane Katrina," PLOS ONE, Public Library of Science, vol. 7(10), pages 1-8, October.
    19. David S. Rickless & Xiaobai A. Yao & Brian Orland & Meredith Welch-Devine, 2020. "Assessing Social Vulnerability through a Local Lens: An Integrated Geovisual Approach," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 110(1), pages 36-55, January.
    20. Md Aboul Fazal Younus & Nick Harvey, 2013. "Community-Based Flood Vulnerability And Adaptation Assessment: A Case Study From Bangladesh," Journal of Environmental Assessment Policy and Management (JEAPM), World Scientific Publishing Co. Pte. Ltd., vol. 15(03), pages 1-32.
    21. Ethan J. Raker, 2020. "Natural Hazards, Disasters, and Demographic Change: The Case of Severe Tornadoes in the United States, 1980–2010," Demography, Springer;Population Association of America (PAA), vol. 57(2), pages 653-674, April.
    22. Luke Parry & Gemma Davies & Oriana Almeida & Gina Frausin & André de Moraés & Sergio Rivero & Naziano Filizola & Patricia Torres, 2018. "Social Vulnerability to Climatic Shocks Is Shaped by Urban Accessibility," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(1), pages 125-143, January.
    23. Andrew Smith & Paul D. Bates & Oliver Wing & Christopher Sampson & Niall Quinn & Jeff Neal, 2019. "New estimates of flood exposure in developing countries using high-resolution population data," Nature Communications, Nature, vol. 10(1), pages 1-7, December.
    24. Samuel Rufat & Eric Tate & Christopher T. Emrich & Federico Antolini, 2019. "How Valid Are Social Vulnerability Models?," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 109(4), pages 1131-1153, July.
    25. Susan L. Cutter & Bryan J. Boruff & W. Lynn Shirley, 2003. "Social Vulnerability to Environmental Hazards," Social Science Quarterly, Southwestern Social Science Association, vol. 84(2), pages 242-261, June.
    26. Md Aboul Fazal Younus & Md Alamgir Kabir, 2018. "Climate Change Vulnerability Assessment and Adaptation of Bangladesh: Mechanisms, Notions and Solutions," Sustainability, MDPI, vol. 10(11), pages 1-17, November.
    27. Oliver E. J. Wing & Nicholas Pinter & Paul D. Bates & Carolyn Kousky, 2020. "New insights into US flood vulnerability revealed from flood insurance big data," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    28. Mary Downton & Roger Pielke, 2005. "How Accurate are Disaster Loss Data? The Case of U.S. Flood Damage," 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. 35(2), pages 211-228, June.
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    2. J. Connor Darlington & Niko Yiannakoulias & Amin Elshorbagy, 2022. "Changes in social vulnerability to flooding: a quasi-experimental analysis," 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. 111(3), pages 2487-2509, April.
    3. repec:thr:techub:10021:y:2021:i:1:p:809-819 is not listed on IDEAS
    4. Shingirai Mugambiwa & Jabulani Makhubele, 2021. "Anthropogenic flash floods and climate change in rural Zimbabwe: Impacts and options for adaptation," Technium Social Sciences Journal, Technium Science, vol. 21(1), pages 809-819, July.

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