IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v10y2023i1d10.1057_s41599-023-02312-7.html
   My bibliography  Save this article

Lifestyle pattern analysis unveils recovery trajectories of communities impacted by disasters

Author

Listed:
  • Natalie Coleman

    (Texas A&M University)

  • Chenyue Liu

    (Texas A&M University)

  • Yiqing Zhao

    (Texas A&M University)

  • Ali Mostafavi

    (Texas A&M University)

Abstract

Lifestyle recovery captures the collective effects of population activities as well as the restoration of infrastructure and business services. This study uses a novel approach to leverage privacy-enhanced location intelligence data, which is anonymized and aggregated, to characterize distinctive lifestyle patterns and to unveil recovery trajectories after 2017 Hurricane Harvey in Harris County, Texas (USA). The analysis integrates multiple data sources to record the number of visits from home census block groups (CBGs) to different points of interest (POIs) in the county during the baseline and disaster periods. For the methodology, the research utilizes unsupervised machine learning and ANOVA statistical testing to characterize the recovery of lifestyles using privacy-enhanced location intelligence data. First, primary clustering using k-means characterized four distinct essential and non-essential lifestyle patterns. For each primary lifestyle cluster, the secondary clustering characterized the impact of the hurricane into four possible recovery trajectories based on the severity of maximum disruption and duration of recovery. The findings further reveal multiple recovery trajectories and durations within each lifestyle cluster, which imply differential recovery rates among similar lifestyles and different demographic groups. The impact of flooding on lifestyle recovery extends beyond the flooded regions, as 59% of CBGs with extreme recovery durations did not have at least 1% of direct flooding impacts. The findings offer a twofold theoretical significance: (1) lifestyle recovery is a critical milestone that needs to be examined, quantified, and monitored in the aftermath of disasters; (2) spatial structures of cities formed by human mobility and distribution of facilities extend the spatial reach of flood impacts on population lifestyles. These provide novel data-driven insights for public officials and emergency managers to examine, measure, and monitor a critical milestone in community recovery trajectory based on the return of lifestyles to normalcy.

Suggested Citation

  • Natalie Coleman & Chenyue Liu & Yiqing Zhao & Ali Mostafavi, 2023. "Lifestyle pattern analysis unveils recovery trajectories of communities impacted by disasters," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    • Handle: RePEc:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-02312-7
    DOI: 10.1057/s41599-023-02312-7
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-023-02312-7
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1057/s41599-023-02312-7?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. Walter Gillis Peacock & Shannon Van Zandt & Yang Zhang & Wesley E. Highfield, 2014. "Inequities in Long-Term Housing Recovery After Disasters," Journal of the American Planning Association, Taylor & Francis Journals, vol. 80(4), pages 356-371, October.
    2. Yan Wang & John E. Taylor, 2018. "Coupling sentiment and human mobility in natural disasters: a Twitter-based study of the 2014 South Napa Earthquake," 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. 92(2), pages 907-925, June.
    3. Melissa L. Finucane & Joie Acosta & Amanda Wicker & Katie Whipkey, 2020. "Short-Term Solutions to a Long-Term Challenge: Rethinking Disaster Recovery Planning to Reduce Vulnerabilities and Inequities," IJERPH, MDPI, vol. 17(2), pages 1-19, January.
    4. Hengfang Deng & Daniel P. Aldrich & Michael M. Danziger & Jianxi Gao & Nolan E. Phillips & Sean P. Cornelius & Qi Ryan Wang, 2021. "High-resolution human mobility data reveal race and wealth disparities in disaster evacuation patterns," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-8, December.
    5. Luca Pappalardo & Filippo Simini & Salvatore Rinzivillo & Dino Pedreschi & Fosca Giannotti & Albert-László Barabási, 2015. "Returners and explorers dichotomy in human mobility," Nature Communications, Nature, vol. 6(1), pages 1-8, November.
    6. Stephanie E. Chang & Timothy McDaniels & Jana Fox & Rajan Dhariwal & Holly Longstaff, 2014. "Toward Disaster‐Resilient Cities: Characterizing Resilience of Infrastructure Systems with Expert Judgments," Risk Analysis, John Wiley & Sons, vol. 34(3), pages 416-434, March.
    7. Boyeong Hong & Bartosz J. Bonczak & Arpit Gupta & Constantine E. Kontokosta, 2021. "Measuring inequality in community resilience to natural disasters using large-scale mobility data," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    8. Arif Mohaimin Sadri & Satish V. Ukkusuri & Seungyoon Lee & Rosalee Clawson & Daniel Aldrich & Megan Sapp Nelson & Justin Seipel & Daniel Kelly, 2018. "The role of social capital, personal networks, and emergency responders in post-disaster recovery and resilience: a study of rural communities in Indiana," 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. 90(3), pages 1377-1406, February.
    9. Susan Athey & David Blei & Robert Donnelly & Francisco Ruiz & Tobias Schmidt, 2018. "Estimating Heterogeneous Consumer Preferences for Restaurants and Travel Time Using Mobile Location Data," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 64-67, May.
    10. Alberto Aleta & David Martín-Corral & Ana Pastore y Piontti & Marco Ajelli & Maria Litvinova & Matteo Chinazzi & Natalie E. Dean & M. Elizabeth Halloran & Ira M. Longini Jr & Stefano Merler & Alex Pen, 2020. "Modelling the impact of testing, contact tracing and household quarantine on second waves of COVID-19," Nature Human Behaviour, Nature, vol. 4(9), pages 964-971, September.
    11. Diana Mitsova & Ann-Margaret Esnard & Alka Sapat & Betty S. Lai, 2018. "Socioeconomic vulnerability and electric power restoration timelines in Florida: the case of Hurricane Irma," 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. 94(2), pages 689-709, November.
    12. Nan, Cen & Sansavini, Giovanni, 2017. "A quantitative method for assessing resilience of interdependent infrastructures," Reliability Engineering and System Safety, Elsevier, vol. 157(C), pages 35-53.
    13. Qi Wang & John E Taylor, 2014. "Quantifying Human Mobility Perturbation and Resilience in Hurricane Sandy," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-5, November.
    14. Xiao Huang & Junyu Lu & Song Gao & Sicheng Wang & Zhewei Liu & Hanxue Wei, 2022. "Staying at Home Is a Privilege: Evidence from Fine-Grained Mobile Phone Location Data in the United States during the COVID-19 Pandemic," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 112(1), pages 286-305, January.
    Full references (including those not matched with items on IDEAS)

    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. Cheng-Chun Lee & Mikel Maron & Ali Mostafavi, 2022. "Community-scale big data reveals disparate impacts of the Texas winter storm of 2021 and its managed power outage," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-12, December.
    2. Masahiko Haraguchi & Akihiko Nishino & Akira Kodaka & Maura Allaire & Upmanu Lall & Liao Kuei-Hsien & Kaya Onda & Kota Tsubouchi & Naohiko Kohtake, 2022. "Human mobility data and analysis for urban resilience: A systematic review," Environment and Planning B, , vol. 49(5), pages 1507-1535, June.
    3. Peng, Yisheng & Liu, Jiahui & Li, Fangyou & Cui, Jianqiang & Lu, Yi & Yang, Linchuan, 2024. "Resilience of ride-hailing services in response to air pollution and its association with built-environment and socioeconomic characteristics," Journal of Transport Geography, Elsevier, vol. 120(C).
    4. Mühlhofer, Evelyn & Koks, Elco E. & Kropf, Chahan M. & Sansavini, Giovanni & Bresch, David N., 2023. "A generalized natural hazard risk modelling framework for infrastructure failure cascades," Reliability Engineering and System Safety, Elsevier, vol. 234(C).
    5. Yu, Ling & Zhao, Pengjun & Tang, Junqing & Pang, Liang, 2023. "Changes in tourist mobility after COVID-19 outbreaks," Annals of Tourism Research, Elsevier, vol. 98(C).
    6. Prosper K. Anyidoho & Rachel A. Davidson & Linda K. Nozick & Jennifer Trivedi & Sarah E. DeYoung & Tricia Wachtendorf, 2025. "Can visits to certain businesses help predict evacuation decisions in real time?," 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. 121(6), pages 7533-7550, April.
    7. Das, Laya & Munikoti, Sai & Natarajan, Balasubramaniam & Srinivasan, Babji, 2020. "Measuring smart grid resilience: Methods, challenges and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 130(C).
    8. Faxi Yuan & Amir Esmalian & Bora Oztekin & Ali Mostafavi, 2021. "Unveiling Spatial Patterns of Disaster Impacts and Recovery Using Credit Card Transaction Variances," Papers 2101.10090, arXiv.org.
    9. Kameshwar, Sabarethinam & Cox, Daniel T. & Barbosa, Andre R. & Farokhnia, Karim & Park, Hyoungsu & Alam, Mohammad S. & van de Lindt, John W., 2019. "Probabilistic decision-support framework for community resilience: Incorporating multi-hazards, infrastructure interdependencies, and resilience goals in a Bayesian network," Reliability Engineering and System Safety, Elsevier, vol. 191(C).
    10. Dong, Bing & Liu, Yapan & Fontenot, Hannah & Ouf, Mohamed & Osman, Mohamed & Chong, Adrian & Qin, Shuxu & Salim, Flora & Xue, Hao & Yan, Da & Jin, Yuan & Han, Mengjie & Zhang, Xingxing & Azar, Elie & , 2021. "Occupant behavior modeling methods for resilient building design, operation and policy at urban scale: A review," Applied Energy, Elsevier, vol. 293(C).
    11. Shahparvari, Shahrooz & Mohammadi, Mahsa & Peszynski, Konrad & Rickards, Lauren, 2024. "How contraflow enhances clearance time during assisted mass evacuation – A case study exploring the Australian 2013–14 Gippsland bushfires," Transportation Research Part A: Policy and Practice, Elsevier, vol. 189(C).
    12. Tasnim Zarin Meem & Emon Barua & Md. Najmul Kabir, 2025. "Multi-index model for assessing population vulnerability and risk profiles after cyclone Amphan: a case study of Satkhira district," 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. 121(6), pages 7551-7584, April.
    13. Sisi Meng & Pallab Mozumder, 2021. "Hurricane Sandy: Damages, Disruptions and Pathways to Recovery," Economics of Disasters and Climate Change, Springer, vol. 5(2), pages 223-247, July.
    14. Clodomir Santana & Federico Botta & Hugo Barbosa & Filippo Privitera & Ronaldo Menezes & Riccardo Di Clemente, 2023. "COVID-19 is linked to changes in the time–space dimension of human mobility," Nature Human Behaviour, Nature, vol. 7(10), pages 1729-1739, October.
    15. Takahiro Yabe & Bernardo García Bulle Bueno & Xiaowen Dong & Alex Pentland & Esteban Moro, 2023. "Behavioral changes during the COVID-19 pandemic decreased income diversity of urban encounters," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    16. Diana Mitsova & Monica Escaleras & Alka Sapat & Ann-Margaret Esnard & Alberto J. Lamadrid, 2019. "The Effects of Infrastructure Service Disruptions and Socio-Economic Vulnerability on Hurricane Recovery," Sustainability, MDPI, vol. 11(2), pages 1-16, January.
    17. Hui Xu & Yang Li & Yongtao Tan & Ninghui Deng, 2021. "A Scientometric Review of Urban Disaster Resilience Research," IJERPH, MDPI, vol. 18(7), pages 1-27, April.
    18. Matteo Böhm & Mirco Nanni & Luca Pappalardo, 2022. "Gross polluters and vehicle emissions reduction," Nature Sustainability, Nature, vol. 5(8), pages 699-707, August.
    19. Pei, Shunshun & Zhai, Changhai & Hu, Jie, 2024. "Surrogate model-assisted seismic resilience assessment of the interdependent transportation and healthcare system considering a two-stage recovery strategy," Reliability Engineering and System Safety, Elsevier, vol. 244(C).
    20. Licia Felicioni & Antonín Lupíšek & Petr Hájek, 2020. "Major European Stressors and Potential of Available Tools for Assessment of Urban and Buildings Resilience," Sustainability, MDPI, vol. 12(18), pages 1-27, September.

    More about this item

    Statistics

    Access and download statistics

    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:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-02312-7. 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: https://www.nature.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.