Evaluating travel behavior resilience across urban and Rural areas during the COVID-19 Pandemic: Contributions of vaccination and epidemiological indicators
The COVID-19 pandemic has severely disrupted travel behavior across diverse socio-economic areas, with a significant impact on transportation systems, public health, and the economy. As countries both recover and plan for future virus-driven stresses, it is crucial to identify the drivers of building travel behavior resilience, such as vaccination. Using an integrated dataset with over 150 million US county-level mobile device data from 01/01/2020 to 20/04/2021, the authors employ Bayesian structural time series (BSTS) models to infer the relative impact of the vaccination intervention on five types of travel behavior across Metropolitan, Micropolitan and Rural areas. Further, the authors develop partial least squares regression (PLSR) models to accurately estimate how COVID-19 vaccination rates, epidemiological indicators (i.e., COVID-19 incidence rates, death rates, and testing rates) and weather conditions (i.e., temperature, rain, and snow) would impact various travel behaviors across the diverse areas during the recovery period of the pandemic. The model results shed light on the positive role of vaccinations in fostering the recovery of travel behaviors and reveal the disparities in travel behavior resilience in response to vaccination rates, epidemiological indicators, and weather conditions across diverse areas. The authors' findings can offer evidential insights for policymakers, transport planners, and public health officials, guiding the development of equitable, sustainable, and resilient transportation systems prepared to adapt to future pandemics.
- Record URL:
- Record URL:
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Availability:
- Find a library where document is available. Order URL: http://worldcat.org/issn/09658564
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Supplemental Notes:
- © 2024 The Author(s). Published by Elsevier Ltd. Abstract reprinted with permission of Elsevier.
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Authors:
- Xi, Haoning
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0000-0001-7499-8799
- Nelson, John D
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0000-0003-2199-7412
- Hensher, David A
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0000-0003-0058-2242
- Hu, Songhua
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0000-0002-0731-3080
- Shao, Xuefeng
- Xie, Chi
- Publication Date: 2024-2
Language
- English
Media Info
- Media Type: Web
- Features: Figures; References; Tables;
- Pagination: 103980
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Serial:
- Transportation Research Part A: Policy and Practice
- Volume: 180
- Issue Number: 0
- Publisher: Elsevier
- ISSN: 0965-8564
- Serial URL: http://www.sciencedirect.com/science/journal/09658564
Subject/Index Terms
- TRT Terms: COVID-19; Disaster resilience; Epidemiology; Public health; Safety; Travel behavior
- Subject Areas: Highways; Safety and Human Factors; Security and Emergencies; Society;
Filing Info
- Accession Number: 01911498
- Record Type: Publication
- Files: TRIS
- Created Date: Mar 11 2024 3:56PM