IDEAS home Printed from https://ideas.repec.org/a/spr/nathaz/v110y2022i1d10.1007_s11069-021-04938-9.html
   My bibliography  Save this article

The constituent components and local indicator variables of social vulnerability index

Author

Listed:
  • Gainbi Park

    (University of Wisconsin Milwaukee)

  • Zengwang Xu

    (University of Wisconsin Milwaukee)

Abstract

Social vulnerability index (SoVI) has been widely used to measure the extent to which people or places are socially vulnerable. The SoVI is an aggregate composite index that linearly combines a few principal components resulted from the principal components analysis on a number of selected social vulnerability indicator variables, and it can quantify the relative level of overall social vulnerability but cannot inform the specific local social indicators that contribute to the vulnerability in various degrees. The specific social indicators that either attenuate or amplify local social vulnerability are of much need in policy making to reduce social vulnerability. This study explores the differential contributions of the constituent components of SoVI and investigates how the local indicator variables have evolved over time and across the Greater Houston metropolitan area in the USA using the geographically weighted principal components analysis. It found that the overall social vulnerability as measured by SoVI has exhibited persistent spatial patterns in the Greater Houston area since 1970; however, the spatial patterns of the SoVI are not equally constituted by the components of the SoVI. In particular, the high social vulnerability of suburban areas is mainly the result of one principal component that highly correlates with the percentage of mobile homes. It also found that the indicator variables of social vulnerability have exhibited great spatial heterogeneity and dependence at local scale, and they vary over time but persist on disadvantages in economic condition, mobility, and family structure.

Suggested Citation

  • 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.
  • Handle: RePEc:spr:nathaz:v:110:y:2022:i:1:d:10.1007_s11069-021-04938-9
    DOI: 10.1007/s11069-021-04938-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11069-021-04938-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11069-021-04938-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yarnal, Brent, 2007. "Vulnerability and all that jazz: Addressing vulnerability in New Orleans after Hurricane Katrina," Technology in Society, Elsevier, vol. 29(2), pages 249-255.
    2. 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.
    3. Brock, Guy & Pihur, Vasyl & Datta, Susmita & Datta, Somnath, 2008. "clValid: An R Package for Cluster Validation," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i04).
    4. Mathew C. Schmidtlein & Roland C. Deutsch & Walter W. Piegorsch & Susan L. Cutter, 2008. "A Sensitivity Analysis of the Social Vulnerability Index," Risk Analysis, John Wiley & Sons, vol. 28(4), pages 1099-1114, August.
    5. Gollini, Isabella & Lu, Binbin & Charlton, Martin & Brunsdon, Christopher & Harris, Paul, 2015. "GWmodel: An R Package for Exploring Spatial Heterogeneity Using Geographically Weighted Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 63(i17).
    6. Susan L. Cutter & Christopher T. Emrich, 2006. "Moral Hazard, Social Catastrophe: The Changing Face of Vulnerability along the Hurricane Coasts," The ANNALS of the American Academy of Political and Social Science, , vol. 604(1), pages 102-112, March.
    7. 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.
    8. 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.
    9. 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.
    10. Walter W. Piegorsch & Susan L. Cutter & Frank Hardisty, 2007. "Benchmark Analysis for Quantifying Urban Vulnerability to Terrorist Incidents," Risk Analysis, John Wiley & Sons, vol. 27(6), pages 1411-1425, December.
    11. Fabio Humberto Sepúlveda Murillo & Jorge Chica Olmo & Norely Margarita Soto Builes, 2019. "Spatial Variability Analysis of Quality of Life and Its Determinants: A Case Study of Medellín, Colombia," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(3), pages 1233-1256, August.
    12. 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.
    13. Caitlin Robinson & Sarah Lindley & Stefan Bouzarovski, 2019. "The Spatially Varying Components of Vulnerability to Energy Poverty," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 109(4), pages 1188-1207, July.
    14. Wei Zhang & Gabriele Villarini & Gabriel A. Vecchi & James A. Smith, 2018. "Urbanization exacerbated the rainfall and flooding caused by hurricane Harvey in Houston," Nature, Nature, vol. 563(7731), pages 384-388, November.
    15. 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.
    16. Tony H. Grubesic & Ran Wei & Alan T. Murray, 2014. "Spatial Clustering Overview and Comparison: Accuracy, Sensitivity, and Computational Expense," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 104(6), pages 1134-1156, November.
    17. Gabadinho, Alexis & Ritschard, Gilbert & Müller, Nicolas S & Studer, Matthias, 2011. "Analyzing and Visualizing State Sequences in R with TraMineR," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i04).
    18. Gainbi Park & Zengwang Xu, 2020. "Spatial and Temporal Dynamics of Social Vulnerability in the United States from 1970 to 2010: A County Trajectory Analysis," International Journal of Applied Geospatial Research (IJAGR), IGI Global, vol. 11(1), pages 36-54, January.
    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. Min Zhou & Liu Yang & Dan Ye, 2023. "Spatiotemporal Variation of Rural Vulnerability and Its Clustering Model in Guizhou Province," Land, MDPI, vol. 12(7), pages 1-25, 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. 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.
    2. 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.
    3. 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.
    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. 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. 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.
    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. 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.
    9. 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.
    10. Navdeep Agrawal & Laxmi Gupta & Jagabandhu Dixit, 2021. "Assessment of the Socioeconomic Vulnerability to Seismic Hazards in the National Capital Region of India Using Factor Analysis," Sustainability, MDPI, vol. 13(17), pages 1-19, August.
    11. Stephanie Chang & Jackie Yip & Shona Zijll de Jong & Rebecca Chaster & Ashley Lowcock, 2015. "Using vulnerability indicators to develop resilience networks: a similarity approach," 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. 78(3), pages 1827-1841, September.
    12. Christopher G. Burton & Miguel Toquica & Khan Mortuza Bin Asad & Michael Musori, 2022. "Validation and development of composite indices for measuring vulnerability to earthquakes using a socio-economic perspective," 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(2), pages 1301-1334, March.
    13. 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.
    14. 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.
    15. Matthias Garschagen & Deepal Doshi & Jonathan Reith & Michael Hagenlocher, 2021. "Global patterns of disaster and climate risk—an analysis of the consistency of leading index-based assessments and their results," Climatic Change, Springer, vol. 169(1), pages 1-19, November.
    16. Farnaz Yarveysi & Atieh Alipour & Hamed Moftakhari & Keighobad Jafarzadegan & Hamid Moradkhani, 2023. "Block-level vulnerability assessment reveals disproportionate impacts of natural hazards across the conterminous United States," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    17. Nikole Guerrero & Marta Contreras & Alondra Chamorro & Carolina Martínez & Tomás Echaveguren, 2023. "Social vulnerability in Chile: challenges for multi-scale analysis and disaster risk reduction," 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. 117(3), pages 3067-3102, July.
    18. Novak, D.C. & Sullivan, J.F. & Sentoff, K. & Dowds, J., 2020. "A framework to guide strategic disinvestment in roadway infrastructure considering social vulnerability," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 436-451.
    19. 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.
    20. 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.

    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:spr:nathaz:v:110:y:2022:i:1:d:10.1007_s11069-021-04938-9. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.