IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i15p6006-d390175.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/15/6006/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/12/15/6006/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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).
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. Ahmadreza Shirvani Dastgerdi & Reza Kheyroddin, 2023. "Building Resilience in Cultural Landscapes: Exploring the Role of Transdisciplinary and Participatory Planning in the Recovery of the Shushtar Historical Hydraulic System," Sustainability, MDPI, vol. 15(13), pages 1-19, July.
    3. Walheer, Barnabé, 2024. "A sequential benefit-of-the-doubt composite indicator," European Journal of Operational Research, Elsevier, vol. 316(1), pages 228-239.
    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gainbi Park & Zengwang Xu, 2022. "The constituent components and local indicator variables of 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. 110(1), pages 95-120, January.
    2. Eric Tate & Md Asif Rahman & Christopher T. Emrich & Christopher C. Sampson, 2021. "Flood exposure and social vulnerability in the United States," 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. 106(1), pages 435-457, March.
    3. Emily Fucile-Sanchez & Meri Davlasheridze, 2020. "Adjustments of Socially Vulnerable Populations in Galveston County, Texas USA Following Hurricane Ike," Sustainability, MDPI, vol. 12(17), pages 1-23, August.
    4. Zachary T. Goodman & Caitlin A. Stamatis & Justin Stoler & Christopher T. Emrich & Maria M. Llabre, 2021. "Methodological challenges to confirmatory latent variable models of social vulnerability," 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. 106(3), pages 2731-2749, April.
    5. Ronak Paul & Sean Reid & Carolina Coimbra Vieira & Christopher Wolfe & Yuan Zhao & Yan Zhang & Rumi Chunara, 2023. "Methodological improvements in social vulnerability index construction reinforce role of wealth across international contexts," MPIDR Working Papers WP-2023-017, Max Planck Institute for Demographic Research, Rostock, Germany.
    6. Nicolás C. Bronfman & Paula B. Repetto & Nikole Guerrero & Javiera V. Castañeda & Pamela C. Cisternas, 2021. "Temporal evolution in social vulnerability to natural hazards in Chile," 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. 107(2), pages 1757-1784, June.
    7. 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.
    8. 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.
    9. Joshua T. Fergen & Ryan D. Bergstrom, 2021. "Social Vulnerability across the Great Lakes Basin: A County-Level Comparative and Spatial Analysis," Sustainability, MDPI, vol. 13(13), pages 1-22, June.
    10. Seongbeom Park & Jaekyung Lee & Yunmi Park, 2022. "Analysis of Residential Satisfaction Changes by the Land Bank Program Using Text Mining," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
    11. 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.
    12. Mohammad Abdul Quader & Amanat Ullah Khan & Matthieu Kervyn, 2017. "Assessing Risks from Cyclones for Human Lives and Livelihoods in the Coastal Region of Bangladesh," IJERPH, MDPI, vol. 14(8), pages 1-26, July.
    13. Thomas Thaler, 2021. "Just retreat—how different countries deal with it: examples from Austria and England," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 11(3), pages 412-419, September.
    14. Sungyoon Lee & Jennifer Dodge & Gang Chen, 2022. "The cost of social vulnerability: an integrative conceptual framework and model for assessing financial risks in natural disaster management," 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. 114(1), pages 691-712, October.
    15. Jacky Duvil & Feuillet Thierry & Evens Emmanuel & Bénédique Paul, 2024. "Assessing the Vulnerability of Farming Households on the Caribbean Island of Hispaniola to Climate Change," Post-Print hal-04690866, HAL.
    16. Anjum Tasnuva & Md. Riad Hossain & Roquia Salam & Abu Reza Md. Towfiqul Islam & Muhammad Mainuddin Patwary & Sobhy M. Ibrahim, 2021. "Employing social vulnerability index to assess household social vulnerability of natural hazards: an evidence from southwest coastal Bangladesh," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(7), pages 10223-10245, July.
    17. Seong Yun Cho & Heejun Chang, 2017. "Recent research approaches to urban flood vulnerability, 2006–2016," 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. 88(1), pages 633-649, August.
    18. Pollack, Adam & Helgeson, Casey & Kousky, Carolyn & Keller, Klaus, 2023. "Transparency on underlying values is needed for useful equity measurements," OSF Preprints kvyxr, Center for Open Science.
    19. Sarah L. Jackson & Sahar Derakhshan & Leah Blackwood & Logan Lee & Qian Huang & Margot Habets & Susan L. Cutter, 2021. "Spatial Disparities of COVID-19 Cases and Fatalities in United States Counties," IJERPH, MDPI, vol. 18(16), pages 1-21, August.
    20. Nimra Iqbal & Marvin Ravan & Ali Jamshed & Joern Birkmann & Giorgos Somarakis & Zina Mitraka & Nektarios Chrysoulakis, 2022. "Linkages between Typologies of Existing Urban Development Patterns and Human Vulnerability to Heat Stress in Lahore," Sustainability, MDPI, vol. 14(17), pages 1-26, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:12:y:2020:i:15:p:6006-:d:390175. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.