IDEAS home Printed from https://ideas.repec.org/a/spr/annopr/v328y2023i1d10.1007_s10479-022-04884-0.html
   My bibliography  Save this article

Data analytics during pandemics: a transportation and location planning perspective

Author

Listed:
  • Elif Bozkaya

    (Turkish Naval Academy)

  • Levent Eriskin

    (Turkish Naval Academy)

  • Mumtaz Karatas

    (Turkish Naval Academy)

Abstract

The recent COVID-19 pandemic once again showed the value of harnessing reliable and timely data in fighting the disease. Obtained from multiple sources via different collection streams, an immense amount of data is processed to understand and predict the future state of the disease. Apart from predicting the spatio–temporal dynamics, it is used to foresee the changes in human mobility patterns and travel behaviors and understand the mobility and spread speed relationship. During this period, data-driven analytic approaches and Operations Research tools are widely used by scholars to prescribe emerging transportation and location planning problems to guide policy-makers in making effective decisions. In this study, we provide a review of studies which tackle transportation and location problems during the COVID-19 pandemic with a focus on data analytics. We discuss the major data collecting streams utilized during the pandemic era, highlight the importance of rapid and reliable data sharing, and give an overview of the challenges and limitations on the use of data.

Suggested Citation

  • Elif Bozkaya & Levent Eriskin & Mumtaz Karatas, 2023. "Data analytics during pandemics: a transportation and location planning perspective," Annals of Operations Research, Springer, vol. 328(1), pages 193-244, September.
    • Handle: RePEc:spr:annopr:v:328:y:2023:i:1:d:10.1007_s10479-022-04884-0
    DOI: 10.1007/s10479-022-04884-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10479-022-04884-0
    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/s10479-022-04884-0?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. Edward L. Glaeser & Caitlin S. Gorback & Stephen J. Redding, 2020. "How Much Does COVID-19 Increase with Mobility? Evidence from New York and Four Other U.S. Cities," Working Papers 2020-22, Princeton University. Economics Department..
    2. Khadem Sameni, Melody & Barzegar Tilenoie, Amine & Dini, Niloofar, 2021. "Will modal shift occur from subway to other modes of transportation in the post-corona world in developing countries?," Transport Policy, Elsevier, vol. 111(C), pages 82-89.
    3. Zhou, Huiyu & Wang, Yacan & Huscroft, Joseph R. & Bai, Kailing, 2021. "Impacts of COVID-19 and anti-pandemic policies on urban transport—an empirical study in China," Transport Policy, Elsevier, vol. 110(C), pages 135-149.
    4. Mendolia, Silvia & Stavrunova, Olena & Yerokhin, Oleg, 2021. "Determinants of the community mobility during the COVID-19 epidemic: The role of government regulations and information," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 199-231.
    5. Enayati, Shakiba & Özaltın, Osman Y., 2020. "Optimal influenza vaccine distribution with equity," European Journal of Operational Research, Elsevier, vol. 283(2), pages 714-725.
    6. Allcott, Hunt & Boxell, Levi & Conway, Jacob & Gentzkow, Matthew & Thaler, Michael & Yang, David, 2020. "Polarization and public health: Partisan differences in social distancing during the coronavirus pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    7. Elias, Wafa & Zatmeh-Kanj, Sunbola, 2021. "Extent to which COVID-19 will affect future use of the train in Israel," Transport Policy, Elsevier, vol. 110(C), pages 215-224.
    8. El Baz, Jamal & Ruel, Salomée, 2021. "Can supply chain risk management practices mitigate the disruption impacts on supply chains’ resilience and robustness? Evidence from an empirical survey in a COVID-19 outbreak era," International Journal of Production Economics, Elsevier, vol. 233(C).
    9. Sun, Xiaoqian & Wandelt, Sebastian & Zheng, Changhong & Zhang, Anming, 2021. "COVID-19 pandemic and air transportation: Successfully navigating the paper hurricane," Journal of Air Transport Management, Elsevier, vol. 94(C).
    10. Du, Mu & Sai, Aditya & Kong, Nan, 2021. "A data-driven optimization approach for multi-period resource allocation in cholera outbreak control," European Journal of Operational Research, Elsevier, vol. 291(3), pages 1106-1116.
    11. Wang, Haoyun & Noland, Robert B., 2021. "Bikeshare and subway ridership changes during the COVID-19 pandemic in New York City," Transport Policy, Elsevier, vol. 106(C), pages 262-270.
    12. Ozbilen, Basar & Wang, Kailai & Akar, Gulsah, 2021. "Revisiting the impacts of virtual mobility on travel behavior: An exploration of daily travel time expenditures," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 49-62.
    13. Li, Siping & Zhou, Yaoming & Kundu, Tanmoy & Sheu, Jiuh-Biing, 2021. "Spatiotemporal variation of the worldwide air transportation network induced by COVID-19 pandemic in 2020," Transport Policy, Elsevier, vol. 111(C), pages 168-184.
    14. Büyüktahtakın, İ. Esra & des-Bordes, Emmanuel & Kıbış, Eyyüb Y., 2018. "A new epidemics–logistics model: Insights into controlling the Ebola virus disease in West Africa," European Journal of Operational Research, Elsevier, vol. 265(3), pages 1046-1063.
    15. Kunovjanek, Maximilian & Wankmüller, Christian, 2021. "Containing the COVID-19 pandemic with drones - Feasibility of a drone enabled back-up transport system," Transport Policy, Elsevier, vol. 106(C), pages 141-152.
    16. Wang, Ding & Tayarani, Mohammad & Yueshuai He, Brian & Gao, Jingqin & Chow, Joseph Y.J. & Oliver Gao, H. & Ozbay, Kaan, 2021. "Mobility in post-pandemic economic reopening under social distancing guidelines: Congestion, emissions, and contact exposure in public transit," Transportation Research Part A: Policy and Practice, Elsevier, vol. 153(C), pages 151-170.
    17. Alam, Shahriar Tanvir & Ahmed, Sayem & Ali, Syed Mithun & Sarker, Sudipa & Kabir, Golam & ul-Islam, Asif, 2021. "Challenges to COVID-19 vaccine supply chain: Implications for sustainable development goals," International Journal of Production Economics, Elsevier, vol. 239(C).
    18. Zhang, Yunchang & Fricker, Jon D., 2021. "Quantifying the impact of COVID-19 on non-motorized transportation: A Bayesian structural time series model," Transport Policy, Elsevier, vol. 103(C), pages 11-20.
    19. Truong, Dothang, 2021. "Estimating the impact of COVID-19 on air travel in the medium and long term using neural network and Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 96(C).
    20. Bian, Zilin & Zuo, Fan & Gao, Jingqin & Chen, Yanyan & Pavuluri Venkata, Sai Sarath Chandra & Duran Bernardes, Suzana & Ozbay, Kaan & Ban, Xuegang (Jeff) & Wang, Jingxing, 2021. "Time lag effects of COVID-19 policies on transportation systems: A comparative study of New York City and Seattle," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 269-283.
    21. Ali Ala & Alireza Goli & Mahdi Yousefi Nejad Attari & Vijay Kumar, 2022. "Scheduling and Routing of Dispatching Medical Staff to Homes Healthcare from Different Medical Centers with considering Fairness Policy," Mathematical Problems in Engineering, Hindawi, vol. 2022, pages 1-8, March.
    22. Tang, Christopher S., 2006. "Perspectives in supply chain risk management," International Journal of Production Economics, Elsevier, vol. 103(2), pages 451-488, October.
    23. Ding Wang & Brian Yueshuai He & Jingqin Gao & Joseph Y. J. Chow & Kaan Ozbay & Shri Iyer, 2020. "Impact of COVID-19 behavioral inertia on reopening strategies for New York City Transit," Papers 2006.13368, arXiv.org, revised Feb 2021.
    24. Das, Sanhita & Boruah, Alice & Banerjee, Arunabha & Raoniar, Rahul & Nama, Suresh & Maurya, Akhilesh Kumar, 2021. "Impact of COVID-19: A radical modal shift from public to private transport mode," Transport Policy, Elsevier, vol. 109(C), pages 1-11.
    25. Qian, Xinwu & Ukkusuri, Satish V., 2021. "Connecting urban transportation systems with the spread of infectious diseases: A Trans-SEIR modeling approach," Transportation Research Part B: Methodological, Elsevier, vol. 145(C), pages 185-211.
    26. Yang, Senyan & Ning, Lianju & Jiang, Tingfeng & He, Yingqi, 2021. "Dynamic impacts of COVID-19 pandemic on the regional express logistics: Evidence from China," Transport Policy, Elsevier, vol. 111(C), pages 111-124.
    27. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "Delayed reaction towards emerging COVID-19 variants of concern: Does history repeat itself?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 152(C), pages 203-215.
    28. Aaditya, Bh. & Rahul, T.M., 2021. "Psychological impacts of COVID-19 pandemic on the mode choice behaviour: A hybrid choice modelling approach," Transport Policy, Elsevier, vol. 108(C), pages 47-58.
    29. Xue, Dabin & Liu, Zhizhao & Wang, Bing & Yang, Jian, 2021. "Impacts of COVID-19 on aircraft usage and fuel consumption: A case study on four Chinese international airports," Journal of Air Transport Management, Elsevier, vol. 95(C).
    30. Ho Fai Chan & Ahmed Skali & Benno Torgler, 2020. "A Global Dataset of Human Mobility," CREMA Working Paper Series 2020-04, Center for Research in Economics, Management and the Arts (CREMA).
    31. An, Yunlong & Lin, Xi & Li, Meng & He, Fang, 2021. "Dynamic governance decisions on multi-modal inter-city travel during a large-scale epidemic spreading," Transport Policy, Elsevier, vol. 104(C), pages 29-42.
    32. Cavalcante da Silva, Gabriela & Monteiro de Almeida, Fernanda & Oliveira, Sabrina & Wanner, Elizabeth F. & Bezerra, Leonardo C.T. & Takahashi, Ricardo H.C. & Lima, Luciana, 2021. "Comparing community mobility reduction between first and second COVID-19 waves," Transport Policy, Elsevier, vol. 112(C), pages 114-124.
    33. Nagurney, Anna, 2021. "Optimization of supply chain networks with inclusion of labor: Applications to COVID-19 pandemic disruptions," International Journal of Production Economics, Elsevier, vol. 235(C).
    34. Li, Tao & Wang, Jiaoe & Huang, Jie & Yang, Wenyue & Chen, Zhuo, 2021. "Exploring the dynamic impacts of COVID-19 on intercity travel in China," Journal of Transport Geography, Elsevier, vol. 95(C).
    35. Qiong Jia & Yue Guo & Guanlin Wang & Stuart J. Barnes, 2020. "Big Data Analytics in the Fight against Major Public Health Incidents (Including COVID-19): A Conceptual Framework," IJERPH, MDPI, vol. 17(17), pages 1-21, August.
    36. Cui, Qi & He, Ling & Liu, Yu & Zheng, Yanting & Wei, Wei & Yang, Bo & Zhou, Meifang, 2021. "The impacts of COVID-19 pandemic on China’s transport sectors based on the CGE model coupled with a decomposition analysis approach," Transport Policy, Elsevier, vol. 103(C), pages 103-115.
    37. Thombre, Anurag & Agarwal, Amit, 2021. "A paradigm shift in urban mobility: Policy insights from travel before and after COVID-19 to seize the opportunity," Transport Policy, Elsevier, vol. 110(C), pages 335-353.
    38. Loa, Patrick & Hossain, Sanjana & Mashrur, Sk. Md. & Liu, Yicong & Wang, Kaili & Ong, Felita & Habib, Khandker Nurul, 2021. "Exploring the impacts of the COVID-19 pandemic on modality profiles for non-mandatory trips in the Greater Toronto Area," Transport Policy, Elsevier, vol. 110(C), pages 71-85.
    39. Abdullah, Muhammad & Ali, Nazam & Hussain, Syed Arif & Aslam, Atif Bilal & Javid, Muhammad Ashraf, 2021. "Measuring changes in travel behavior pattern due to COVID-19 in a developing country: A case study of Pakistan," Transport Policy, Elsevier, vol. 108(C), pages 21-33.
    40. Wang, Jueyu & McDonald, Noreen, 2021. "Health Care Visits During the COVID-19 Pandemic: A Spatial and Temporal Analysis of Mobile Device Data," SocArXiv ghptz, Center for Open Science.
    41. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2020. "How did COVID-19 impact air transportation? A first peek through the lens of complex networks," Journal of Air Transport Management, Elsevier, vol. 89(C).
    42. Kim, Suji & Lee, Sujin & Ko, Eunjeong & Jang, Kitae & Yeo, Jiho, 2021. "Changes in car and bus usage amid the COVID-19 pandemic: Relationship with land use and land price," Journal of Transport Geography, Elsevier, vol. 96(C).
    43. Nikolopoulos, Konstantinos & Punia, Sushil & Schäfers, Andreas & Tsinopoulos, Christos & Vasilakis, Chrysovalantis, 2021. "Forecasting and planning during a pandemic: COVID-19 growth rates, supply chain disruptions, and governmental decisions," European Journal of Operational Research, Elsevier, vol. 290(1), pages 99-115.
    44. Gaskin, Darrell J. & Zare, Hossein & Delarmente, Benjo A., 2021. "Geographic disparities in COVID-19 infections and deaths: The role of transportation," Transport Policy, Elsevier, vol. 102(C), pages 35-46.
    45. Crowley, Frank & Daly, Hannah & Doran, Justin & Ryan, Geraldine & Caulfield, Brian, 2021. "The impact of labour market disruptions and transport choice on the environment during COVID-19," Transport Policy, Elsevier, vol. 106(C), pages 185-195.
    46. Hu, Songhua & Xiong, Chenfeng & Liu, Zhanqin & Zhang, Lei, 2021. "Examining spatiotemporal changing patterns of bike-sharing usage during COVID-19 pandemic," Journal of Transport Geography, Elsevier, vol. 91(C).
    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. Ma, Shigui & He, Yong & Gu, Ran & Yeh, Chung-Hsing, 2024. "How to cooperate in a three-tier food delivery service supply chain," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).

    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. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2024. "An analysis of the context factors influencing the diverse response of airports to COVID-19 using panel and group regression," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
    2. Li, Tao & Rong, Lili & Zhang, Anming, 2021. "Assessing regional risk of COVID-19 infection from Wuhan via high-speed rail," Transport Policy, Elsevier, vol. 106(C), pages 226-238.
    3. Li, Siping & Xu, Gangyan & Zhou, Yaoming, 2023. "How air transport networks respond to long-lasting disruptive events like COVID-19: The first step toward long-term resilience," Transportation Research Part A: Policy and Practice, Elsevier, vol. 177(C).
    4. Karimi, Sina & Samadzad, Mahdi & Lesteven, Gaele, 2024. "Navigating public transport during a pandemic: Key lessons on travel behavior and social equity from two surveys in Tehran," Transportation Research Part A: Policy and Practice, Elsevier, vol. 184(C).
    5. Wang, Chunan & Jiang, Changmin, 2022. "How do pandemics affect intercity air travel? Implications for traffic and environment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 330-353.
    6. de Palma, André & Vosough, Shaghayegh & Liao, Feixiong, 2022. "An overview of effects of COVID-19 on mobility and lifestyle: 18 months since the outbreak," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 372-397.
    7. Zhou, Kaile & Hu, Dingding & Li, Fangyi, 2022. "Impact of COVID-19 on private driving behavior: Evidence from electric vehicle charging data," Transport Policy, Elsevier, vol. 125(C), pages 164-178.
    8. Bagdatli, Muhammed Emin Cihangir & Ipek, Fatima, 2022. "Transport mode preferences of university students in post-COVID-19 pandemic," Transport Policy, Elsevier, vol. 118(C), pages 20-32.
    9. Maria Cieśla & Sandra Kuśnierz & Oliwia Modrzik & Sonia Niedośpiał & Patrycja Sosna, 2021. "Scenarios for the Development of Polish Passenger Transport Services in Pandemic Conditions," Sustainability, MDPI, vol. 13(18), pages 1-16, September.
    10. Ahmed Karam & Abdelrahman E. E. Eltoukhy & Ibrahim Abdelfadeel Shaban & El-Awady Attia, 2022. "A Review of COVID-19-Related Literature on Freight Transport: Impacts, Mitigation Strategies, Recovery Measures, and Future Research Directions," IJERPH, MDPI, vol. 19(19), pages 1-27, September.
    11. Mutascu, Mihai & Sokic, Alexandre, 2023. "Air transportation under COVID-19 pandemic restrictions: A wavelet analysis," Transport Policy, Elsevier, vol. 139(C), pages 155-181.
    12. Jiang, Shixiong & Cai, Canhuang, 2022. "Unraveling the dynamic impacts of COVID-19 on metro ridership: An empirical analysis of Beijing and Shanghai, China," Transport Policy, Elsevier, vol. 127(C), pages 158-170.
    13. Shirgaokar, Manish & Reynard, Darcy & Collins, Damian, 2021. "Using twitter to investigate responses to street reallocation during COVID-19: Findings from the U.S. and Canada," Transportation Research Part A: Policy and Practice, Elsevier, vol. 154(C), pages 300-312.
    14. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2023. "Diverging spatiotemporal responses to COVID-19Â by airports: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 113(C).
    15. Li, Siping & Zhou, Yaoming & Kundu, Tanmoy & Sheu, Jiuh-Biing, 2021. "Spatiotemporal variation of the worldwide air transportation network induced by COVID-19 pandemic in 2020," Transport Policy, Elsevier, vol. 111(C), pages 168-184.
    16. Nie, Qifan & Qian, Xinwu & Guo, Shuocheng & Jones, Steven & Doustmohammadi, Mehrnaz & Anderson, Michael D., 2022. "Impact of COVID-19 on paratransit operators and riders: A case study of central Alabama," Transportation Research Part A: Policy and Practice, Elsevier, vol. 161(C), pages 48-67.
    17. Kuo, Pei-Fen & Brawiswa Putra, I Gede & Setiawan, Faizal Azmi & Wen, Tzai-Hung & Chiu, Chui-Sheng & Sulistyah, Umroh Dian, 2022. "The impact of the COVID-19 pandemic on O-D flow and airport networks in the origin country and in Northeast Asia," Journal of Air Transport Management, Elsevier, vol. 100(C).
    18. Sugishita, Kashin & Mizutani, Hiroki & Hanaoka, Shinya, 2024. "Disruption and recovery of the US domestic airline networks during the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 114(C).
    19. Boto-García, David, 2023. "Investigating the two-way relationship between mobility flows and COVID-19 cases," Economic Modelling, Elsevier, vol. 118(C).
    20. Cho, Jung-Hoon & Kim, Dong-Kyu & Kim, Eui-Jin, 2022. "Multi-scale causality analysis between COVID-19 cases and mobility level using ensemble empirical mode decomposition and causal decomposition," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 600(C).

    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:annopr:v:328:y:2023:i:1:d:10.1007_s10479-022-04884-0. 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.