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Roles of Economic Development Level and Other Human System Factors in COVID-19 Spread in the Early Stage of the Pandemic

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  • Peilei Fan

    (Center for Global Change and Earth Observations, Michigan State University, East Lansing, MI 48823, USA
    School of Planning, Design and Construction, Michigan State University, East Lansing, MI 48824, USA)

  • Jiquan Chen

    (Center for Global Change and Earth Observations, Michigan State University, East Lansing, MI 48823, USA
    Department of Geography, Environment & Spatial Sciences, Michigan State University, East Lansing, MI 48824, USA)

  • Tanni Sarker

    (Center for Global Change and Earth Observations, Michigan State University, East Lansing, MI 48823, USA
    School of Planning, Design and Construction, Michigan State University, East Lansing, MI 48824, USA)

Abstract

We identified four distinct clusters of 151 countries based on COVID-19 prevalence rate from 1 February 2020 to 29 May 2021 by performing nonparametric K-means cluster analysis (KmL). We forecasted future development of the clusters by using a nonlinear 3-parameter logistic (3PL) model, and found that peak points of development are the latest for Cluster I and earliest for Cluster IV. Based on partial least squares structural equation modeling (PLS-SEM) for the first twenty weeks after 1 February 2020, we found that the prevalence rate of COVID-19 has been significantly influenced by major elements of human systems. Better health infrastructure, more restriction of human mobility, higher urban population density, and less urban environmental degradation are associated with lower levels of prevalence rate (PR) of COVID-19. The most striking discovery of this study is that economic development hindered the control of COVID-19 spread among countries in the early stage of the pandemic. Highlights: While richer countries have advantages in health and other urban infrastructures that may alleviate the prevalence rate of COVID-19, the combination of high economic development level and low restriction on human mobility has led to faster spread of the virus in the first 20 weeks after 1 February 2020.

Suggested Citation

  • Peilei Fan & Jiquan Chen & Tanni Sarker, 2022. "Roles of Economic Development Level and Other Human System Factors in COVID-19 Spread in the Early Stage of the Pandemic," Sustainability, MDPI, vol. 14(4), pages 1-15, February.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:4:p:2342-:d:752751
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    References listed on IDEAS

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    1. Markowitz, Sara & Nesson, Erik & Robinson, Joshua J., 2019. "The effects of employment on influenza rates," Economics & Human Biology, Elsevier, vol. 34(C), pages 286-295.
    2. Jérôme Adda, 2016. "Economic Activity and the Spread of Viral Diseases: Evidence from High Frequency Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 891-941.
    3. Isphording, Ingo E. & Pestel, Nico, 2021. "Pandemic meets pollution: Poor air quality increases deaths by COVID-19," Journal of Environmental Economics and Management, Elsevier, vol. 108(C).
    4. Maksim Belitski & Christina Guenther & Alexander S. Kritikos & Roy Thurik, 2022. "Economic effects of the COVID-19 pandemic on entrepreneurship and small businesses," Small Business Economics, Springer, vol. 58(2), pages 593-609, February.
    5. Mohammad Mahmudul Hassan & Md. Abul Kalam & Shahanaj Shano & Md. Raihan Khan Nayem & Md. Kaisar Rahman & Shahneaz Ali Khan & Ariful Islam, 2020. "Assessment of Epidemiological Determinants of COVID-19 Pandemic Related to Social and Economic Factors Globally," JRFM, MDPI, vol. 13(9), pages 1-14, September.
    6. Getu Hailu, 2020. "Economic thoughts on COVID‐19 for Canadian food processors," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 68(2), pages 163-169, June.
    7. Zanakis, Stelios H. & Alvarez, Cecilia & Li, Vivian, 2007. "Socio-economic determinants of HIV/AIDS pandemic and nations efficiencies," European Journal of Operational Research, Elsevier, vol. 176(3), pages 1811-1838, February.
    8. Bahinipati, Chandra Sekhar & Sirohi, Rahul A & Biswal, Dinamani & K, Gouthami & G, Suresh & Singh, Monalisa, 2020. "COVID-19: Policy Interventions and Socio-economic Impact in Andhra Pradesh, India," MPRA Paper 100501, University Library of Munich, Germany.
    9. Zhang, Yahua & Zhang, Anming & Wang, Jiaoe, 2020. "Exploring the roles of high-speed train, air and coach services in the spread of COVID-19 in China," Transport Policy, Elsevier, vol. 94(C), pages 34-42.
    10. Ingo E. Isphording & Nico Pestel, 2021. "Pandemic Meets Pollution: Poor Air Quality Increases Deaths by COVID-19," CRC TR 224 Discussion Paper Series crctr224_2020_262, University of Bonn and University of Mannheim, Germany.
    11. Shima Hamidi & Sadegh Sabouri & Reid Ewing, 2020. "Does Density Aggravate the COVID-19 Pandemic?," Journal of the American Planning Association, Taylor & Francis Journals, vol. 86(4), pages 495-509, October.
    12. Robert Sparrow & Teguh Dartanto & Renate Hartwig, 2020. "Indonesia Under the New Normal: Challenges and the Way Ahead," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 56(3), pages 269-299, September.
    13. Eduardo Tomé & Elizaveta Gromova, 2021. "Development of Emergent Knowledge Strategies and New Dynamic Capabilities for Business Education in a Time of Crisis," Sustainability, MDPI, vol. 13(8), pages 1-16, April.
    14. Yun Qiu & Xi Chen & Wei Shi, 2020. "Impacts of social and economic factors on the transmission of coronavirus disease 2019 (COVID-19) in China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1127-1172, October.
    15. Luca Bonacini & Giovanni Gallo & Sergio Scicchitano, 2021. "Working from home and income inequality: risks of a ‘new normal’ with COVID-19," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(1), pages 303-360, January.
    16. Ehlert, Andree, 2021. "The socio-economic determinants of COVID-19: A spatial analysis of German county level data," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
    17. Genolini, Christophe & Alacoque, Xavier & Sentenac, Mariane & Arnaud, Catherine, 2015. "kml and kml3d: R Packages to Cluster Longitudinal Data," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 65(i04).
    18. Dijkstra, Lewis & Florczyk, Aneta J. & Freire, Sergio & Kemper, Thomas & Melchiorri, Michele & Pesaresi, Martino & Schiavina, Marcello, 2021. "Applying the Degree of Urbanisation to the globe: A new harmonised definition reveals a different picture of global urbanisation," Journal of Urban Economics, Elsevier, vol. 125(C).
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