IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/104464.html
   My bibliography  Save this paper

Close Encounters of a Heterogeneous Kind: Understanding the Differential Impact of Social Distancing on COVID-19 Infections and Deaths

Author

Listed:
  • Gibson, John
  • Johnson, David
  • Alexi, Thompson

Abstract

We investigate the relationship between social distancing, as measured by encounter rates using cellphone proximity data, and COVID-19 infections and deaths. Consistent with the existing literature on the effectiveness of non-pharmaceutical interventions, we find a positive and statistically significant relationship between the encounter rate and new infections and deaths. However, the magnitude of this effect is relatively weak. One explanation for this weak effect is that the effectiveness of social distancing varies across counties due to local population heterogeneity. To this end, we interact the encounter rate with county-level characteristics and find that several of these interaction terms are statistically significant. Furthermore, after controlling for these interaction terms, we find that the effect of social distancing is around 20 times larger than the effect size found in estimates without the interactions.

Suggested Citation

  • Gibson, John & Johnson, David & Alexi, Thompson, 2020. "Close Encounters of a Heterogeneous Kind: Understanding the Differential Impact of Social Distancing on COVID-19 Infections and Deaths," MPRA Paper 104464, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:104464
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/104464/1/MPRA_paper_104464.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    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. Dhaval Dave & Andrew I. Friedson & Kyutaro Matsuzawa & Joseph J. Sabia, 2021. "When Do Shelter‐In‐Place Orders Fight Covid‐19 Best? Policy Heterogeneity Across States And Adoption Time," Economic Inquiry, Western Economic Association International, vol. 59(1), pages 29-52, January.
    3. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    4. Persico, Claudia L. & Johnson, Kathryn R., 2020. "Deregulation in a Time of Pandemic: Does Pollution Increase Coronavirus Cases or Deaths?," IZA Discussion Papers 13231, Institute of Labor Economics (IZA).
    5. Adam Brzezinski & Valentin Kecht & David Van Dijcke & Austin L. Wright, 2020. "Belief in Science Influences Physical Distancing in Response to COVID-19 Lockdown Policies," Working Papers 2020-56, Becker Friedman Institute for Research In Economics.
    6. Sergio Correia & Paulo Guimarães & Tom Zylkin, 2020. "Fast Poisson estimation with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 20(1), pages 95-115, March.
    7. Andrew I. Friedson & Drew McNichols & Joseph J. Sabia & Dhaval Dave, 2020. "Did California’s Shelter-in-Place Order Work? Early Coronavirus-Related Public Health Effects," NBER Working Papers 26992, National Bureau of Economic Research, Inc.
    8. Goolsbee, Austan & Syverson, Chad, 2021. "Fear, lockdown, and diversion: Comparing drivers of pandemic economic decline 2020," Journal of Public Economics, Elsevier, vol. 193(C).
    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. Weidner, Martin & Zylkin, Thomas, 2021. "Bias and consistency in three-way gravity models," Journal of International Economics, Elsevier, vol. 132(C).
    2. Hunt Allcott & Levi Boxell & Jacob C. Conway & Billy A. Ferguson & Matthew Gentzkow & Benjamin Goldman, 2020. "What Explains Temporal and Geographic Variation in the Early US Coronavirus Pandemic?," NBER Working Papers 27965, National Bureau of Economic Research, Inc.
    3. Burcu Ozgun & Tom Broekel, 2024. "Saved by the news? COVID-19 in German news and its relationship with regional mobility behaviour," Regional Studies, Taylor & Francis Journals, vol. 58(2), pages 365-380, February.
    4. Andrew I. Friedson & Drew McNichols & Joseph J. Sabia & Dhaval Dave, 2021. "Shelter‐In‐Place Orders And Public Health: Evidence From California During The Covid‐19 Pandemic," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(1), pages 258-283, January.
    5. Checo Ariadne & Grigoli Francesco & Mota Jose M., 2022. "Assessing Targeted Containment Policies to Fight COVID-19," The B.E. Journal of Macroeconomics, De Gruyter, vol. 22(1), pages 159-196, January.
    6. Callaway, Brantly & Li, Tong, 2023. "Policy evaluation during a pandemic," Journal of Econometrics, Elsevier, vol. 236(1).
    7. Kong, Edward & Prinz, Daniel, 2020. "Disentangling policy effects using proxy data: Which shutdown policies affected unemployment during the COVID-19 pandemic?," Journal of Public Economics, Elsevier, vol. 189(C).
    8. Sumedha Gupta & Kosali I. Simon & Coady Wing, 2020. "Mandated and Voluntary Social Distancing During The COVID-19 Epidemic: A Review," NBER Working Papers 28139, National Bureau of Economic Research, Inc.
    9. Baron, E. Jason & Goldstein, Ezra G. & Wallace, Cullen T., 2020. "Suffering in silence: How COVID-19 school closures inhibit the reporting of child maltreatment," Journal of Public Economics, Elsevier, vol. 190(C).
    10. Cristelli, Gabriele & Lissoni, Francesco, 2020. "Free movement of inventors: open-border policy and innovation in Switzerland," MPRA Paper 104120, University Library of Munich, Germany.
    11. Milosh, Maria & Painter, Marcus & Sonin, Konstantin & Van Dijcke, David & Wright, Austin L., 2021. "Unmasking partisanship: Polarization undermines public response to collective risk," Journal of Public Economics, Elsevier, vol. 204(C).
    12. Wright, Austin L. & Sonin, Konstantin & Driscoll, Jesse & Wilson, Jarnickae, 2020. "Poverty and economic dislocation reduce compliance with COVID-19 shelter-in-place protocols," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 544-554.
    13. Johannes Buggle & Thierry Mayer & Seyhun Orcan Sakalli & Mathias Thoenig, 2023. "The Refugee’s Dilemma: Evidence from Jewish Migration out of Nazi Germany," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(2), pages 1273-1345.
    14. Alex Hollingsworth & Krzysztof Karbownik & Melissa A. Thomasson & Anthony Wray, 2022. "The Gift of a Lifetime: The Hospital, Modern Medicine, and Mortality," NBER Working Papers 30663, National Bureau of Economic Research, Inc.
    15. Magnus Lodefalk & Fredrik Sjöholm & Aili Tang, 2022. "International trade and labour market integration of immigrants," The World Economy, Wiley Blackwell, vol. 45(6), pages 1650-1689, June.
    16. John Gathergood & Fabian Gunzinger & Benedict Guttman-Kenney & Edika Quispe-Torreblanca & Neil Stewart, 2020. "Levelling Down and the COVID-19 Lockdowns: Uneven Regional Recovery in UK Consumer Spending," Papers 2012.09336, arXiv.org, revised Dec 2020.
    17. Kazunobu Hayakawa & Hiroshi Mukunoki, 2023. "The magnification effect in global value chains," Review of International Economics, Wiley Blackwell, vol. 31(1), pages 141-157, February.
    18. Balša Ćulafić & Martin Gaber & Mahdi Ghodsi & Belma Hasić & Muela Ibrahimi & Branimir Jovanović & Sophia Kluge & Ognjenka Lalović & Marko Mandić & Ravik Mima & Sanja Nikolova & Antoaneta Manova Stavre, 2021. "Getting Stronger After COVID-19: Nearshoring Potential in the Western Balkans," wiiw Research Reports 453, The Vienna Institute for International Economic Studies, wiiw.
    19. Catalina Amuedo-Dorantes & Neeraj Kaushal & Ashley N. Muchow, 2021. "Timing of social distancing policies and COVID-19 mortality: county-level evidence from the U.S," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(4), pages 1445-1472, October.
    20. Davide Furceri & Siddharth Kothari & Longmei Zhang, 2021. "The effects of COVID‐19 containment measures on the Asia‐Pacific region," Pacific Economic Review, Wiley Blackwell, vol. 26(4), pages 469-497, October.

    More about this item

    Keywords

    COVID-19; Social Distancing; County-Level Variation; Mask;
    All these keywords.

    JEL classification:

    • D0 - Microeconomics - - General
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • Z18 - Other Special Topics - - Cultural Economics - - - Public Policy

    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:pra:mprapa:104464. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.