IDEAS home Printed from https://ideas.repec.org/a/inm/orijds/v3y2024i1p6-27.html
   My bibliography  Save this article

The Interplay Between Individual Mobility, Health Risk, and Economic Choice: A Holistic Model for COVID-19 Policy Intervention

Author

Listed:
  • Zihao Yang

    (Information Systems and Management, Heinz College, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

  • Ramayya Krishnan

    (Information Systems and Management, Heinz College, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

  • Beibei Li

    (Information Systems and Management, Heinz College, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

Abstract

This paper was motivated by the need to simultaneously address two competing policy objectives during the course of the COVID pandemic: namely, the public health objective, which required people to be less mobile, and the economic objective, which aimed to ensure that the economy was not adversely affected by the constraints imposed by the first objective. To realize these objectives, we developed a data-informed approach to model human mobility, health risk, and economic activity jointly. This approach computes equilibrium between epidemic models of public health and economic activity under policy interventions that could be used to change people’s mobility behavior. Our approach is distinctive in its capacity to assemble proprietary data sets from public and private sectors at the individual and the zip code levels, which heretofore had not been used together. These data enabled customization of the population-level epidemic models widely used in public health (e.g., the SIR model) with individual-level data traces of mobility behaviors for assessment of public health risks. The outputs of the proposed model enabled parameterization of economic choice models of individuals’ economic decision-making. Various policy interventions and their capacities to shift the equilibrium between economic activity and public health were investigated in this study. Whereas the data-informed joint modeling approach was developed and tested in the pandemic context, it is generalizable for the evaluation of any counterfactual policy interventions.

Suggested Citation

  • Zihao Yang & Ramayya Krishnan & Beibei Li, 2024. "The Interplay Between Individual Mobility, Health Risk, and Economic Choice: A Holistic Model for COVID-19 Policy Intervention," INFORMS Joural on Data Science, INFORMS, vol. 3(1), pages 6-27, April.
  • Handle: RePEc:inm:orijds:v:3:y:2024:i:1:p:6-27
    DOI: 10.1287/ijds.2023.0013
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/ijds.2023.0013
    Download Restriction: no

    File URL: https://libkey.io/10.1287/ijds.2023.0013?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
    ---><---

    References listed on IDEAS

    as
    1. Coibion, Olivier & Gorodnichenko, Yuriy & Weber, Michael, 2020. "Labor Markets During the Covid-19 Crisis: A Preliminary View," Department of Economics, Working Paper Series qt7rx7t91p, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    2. Serina Chang & Emma Pierson & Pang Wei Koh & Jaline Gerardin & Beth Redbird & David Grusky & Jure Leskovec, 2021. "Mobility network models of COVID-19 explain inequities and inform reopening," Nature, Nature, vol. 589(7840), pages 82-87, January.
    3. Titan Alon & Matthias Doepke & Jane Olmstead-Rumsey & Michèle Tertilt, 2020. "The Impact of COVID-19 on Gender Equality," CRC TR 224 Discussion Paper Series crctr224_2020_163, University of Bonn and University of Mannheim, Germany.
    4. David Bell & Sangyoung Song, 2007. "Neighborhood effects and trial on the internet: Evidence from online grocery retailing," Quantitative Marketing and Economics (QME), Springer, vol. 5(4), pages 361-400, December.
    5. Seth G. Benzell & Avinash Collis & Christos Nicolaides, 2020. "Rationing social contact during the COVID-19 pandemic: Transmission risk and social benefits of US locations," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(26), pages 14642-14644, June.
    6. Moon Jung Kim & Soohyung Lee, 2021. "Can Stimulus Checks Boost an Economy Under Covid-19? Evidence from South Korea," International Economic Journal, Taylor & Francis Journals, vol. 35(1), pages 1-12, January.
    7. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    8. Mosteller, Jill & Donthu, Naveen & Eroglu, Sevgin, 2014. "The fluent online shopping experience," Journal of Business Research, Elsevier, vol. 67(11), pages 2486-2493.
    9. Solomon Hsiang & Daniel Allen & Sébastien Annan-Phan & Kendon Bell & Ian Bolliger & Trinetta Chong & Hannah Druckenmiller & Luna Yue Huang & Andrew Hultgren & Emma Krasovich & Peiley Lau & Jaecheol Le, 2020. "The effect of large-scale anti-contagion policies on the COVID-19 pandemic," Nature, Nature, vol. 584(7820), pages 262-267, August.
    10. Huyen T. K. Le & Andre L. Carrel & Harsh Shah, 2022. "Impacts of online shopping on travel demand: a systematic review," Transport Reviews, Taylor & Francis Journals, vol. 42(3), pages 273-295, May.
    11. Shengjie Lai & Nick W. Ruktanonchai & Liangcai Zhou & Olivia Prosper & Wei Luo & Jessica R. Floyd & Amy Wesolowski & Mauricio Santillana & Chi Zhang & Xiangjun Du & Hongjie Yu & Andrew J. Tatem, 2020. "Effect of non-pharmaceutical interventions to contain COVID-19 in China," Nature, Nature, vol. 585(7825), pages 410-413, September.
    12. Jayson S. Jia & Xin Lu & Yun Yuan & Ge Xu & Jianmin Jia & Nicholas A. Christakis, 2020. "Population flow drives spatio-temporal distribution of COVID-19 in China," Nature, Nature, vol. 582(7812), pages 389-394, June.
    13. John R. Birge & Ozan Candogan & Yiding Feng, 2022. "Controlling Epidemic Spread: Reducing Economic Losses with Targeted Closures," Management Science, INFORMS, vol. 68(5), pages 3175-3195, May.
    14. Giovanni Bonaccorsi & Francesco Pierri & Matteo Cinelli & Andrea Flori & Alessandro Galeazzi & Francesco Porcelli & Ana Lucia Schmidt & Carlo Michele Valensise & Antonio Scala & Walter Quattrociocchi , 2020. "Economic and social consequences of human mobility restrictions under COVID-19," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(27), pages 15530-15535, July.
    15. Julia Koch & Britta Frommeyer & Gerhard Schewe, 2020. "Online Shopping Motives during the COVID-19 Pandemic—Lessons from the Crisis," Sustainability, MDPI, vol. 12(24), pages 1-20, December.
    16. Adams-Prassl, A. & Boneva, T. & Golin, M & Rauh, C., 2020. "Inequality in the Impact of the Coronavirus Shock: New Survey Evidence for the US," Cambridge Working Papers in Economics 2022, Faculty of Economics, University of Cambridge.
    17. Emília Guerra Dias & Leise Kelli de Oliveira & Cassiano Augusto Isler, 2021. "Assessing the Effects of Delivery Attributes on E-Shopping Consumer Behaviour," Sustainability, MDPI, vol. 14(1), pages 1-19, December.
    18. Charles J. Courtemanche & Anh H. Le & Aaron Yelowitz & Ron Zimmer, 2021. "School Reopenings, Mobility, and COVID-19 Spread: Evidence from Texas," NBER Working Papers 28753, National Bureau of Economic Research, Inc.
    19. Mantin, Benny & Koo, Bonwoo, 2010. "Weekend effect in airfare pricing," Journal of Air Transport Management, Elsevier, vol. 16(1), pages 48-50.
    20. Joshua A. Salomon & Alex Reinhart & Alyssa Bilinski & Eu Jing Chua & Wichada La Motte-Kerr & Minttu M. Rönn & Marissa B. Reitsma & Katherine A. Morris & Sarah LaRocca & Tamer H. Farag & Frauke Kreuter, 2021. "The US COVID-19 Trends and Impact Survey: Continuous real-time measurement of COVID-19 symptoms, risks, protective behaviors, testing, and vaccination," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(51), pages 2111454118-, December.
    21. Pierre Nouvellet & Sangeeta Bhatia & Anne Cori & Kylie E. C. Ainslie & Marc Baguelin & Samir Bhatt & Adhiratha Boonyasiri & Nicholas F. Brazeau & Lorenzo Cattarino & Laura V. Cooper & Helen Coupland &, 2021. "Reduction in mobility and COVID-19 transmission," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    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. Cseres-Gergely, Zsombor & Kecht, Valentin & Le Blanc, Julia & Onorante, Luca, 2024. "The economic impact of general vs. targeted lockdowns: New insights from Italian municipalities," Economic Modelling, Elsevier, vol. 134(C).
    2. Putra, Rendra A.A. & Ovsiannikov, Kostiantyn & Kotani, Koji, 2023. "COVID-19-associated income loss and job loss: Evidence from Indonesia," Journal of Asian Economics, Elsevier, vol. 87(C).
    3. Feng, Gen-Fu & Yang, Hao-Chang & Gong, Qiang & Chang, Chun-Ping, 2021. "What is the exchange rate volatility response to COVID-19 and government interventions?," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 705-719.
    4. Lea Immel & Florian Neumeier & Andreas Peichl, 2022. "The Unequal Consequences of the Covid‐19 Pandemic: Evidence from a Large Representative German Population Survey," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(2), pages 471-496, June.
    5. Zhang, Dandan & Luo, Chuliang & Zi, Yiran, 2024. "Teleworkability and its heterogeneity in labor market shock," Journal of Asian Economics, Elsevier, vol. 92(C).
    6. Simionescu, Mihaela & Raišienė, Agota Giedrė, 2021. "A bridge between sentiment indicators: What does Google Trends tell us about COVID-19 pandemic and employment expectations in the EU new member states?," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    7. Meng, Xin & Guo, Mingxue & Gao, Ziyou & Kang, Liujiang, 2023. "Interaction between travel restriction policies and the spread of COVID-19," Transport Policy, Elsevier, vol. 136(C), pages 209-227.
    8. Foliano, Francesca & Tonei, Valentina & Sevilla, Almudena, 2024. "Social restrictions, leisure and well-being," Labour Economics, Elsevier, vol. 87(C).
    9. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    10. Olga Cantó & Francesco Figari & Carlo V. Fiorio & Sarah Kuypers & Sarah Marchal & Marina Romaguera‐de‐la‐Cruz & Iva V. Tasseva & Gerlinde Verbist, 2022. "Welfare Resilience at the Onset of COVID‐19 Pandemic in a Selection of European Countries: Impact on Public Finance and Household Incomes," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(2), pages 293-322, June.
    11. Jung, Haeil & Kim, Jun Hyung & Hong, Gihyeon, 2023. "Impacts of the COVID-19 crisis on single-person households in South Korea," Journal of Asian Economics, Elsevier, vol. 84(C).
    12. Aldo Carranza & Marcel Goic & Eduardo Lara & Marcelo Olivares & Gabriel Y. Weintraub & Julio Covarrubia & Cristian Escobedo & Natalia Jara & Leonardo J. Basso, 2022. "The Social Divide of Social Distancing: Shelter-in-Place Behavior in Santiago During the Covid-19 Pandemic," Management Science, INFORMS, vol. 68(3), pages 2016-2027, March.
    13. Wang, Peipei & Liu, Haiyan & Zheng, Xinqi & Ma, Ruifang, 2023. "A new method for spatio-temporal transmission prediction of COVID-19," Chaos, Solitons & Fractals, Elsevier, vol. 167(C).
    14. Andrew E. Clark & Anthony Lepinteur, 2022. "Pandemic Policy and Life Satisfaction in Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(2), pages 393-408, June.
    15. Bo Huang & Jionghua Wang & Jixuan Cai & Shiqi Yao & Paul Kay Sheung Chan & Tony Hong-wing Tam & Ying-Yi Hong & Corrine W. Ruktanonchai & Alessandra Carioli & Jessica R. Floyd & Nick W. Ruktanonchai & , 2021. "Integrated vaccination and physical distancing interventions to prevent future COVID-19 waves in Chinese cities," Nature Human Behaviour, Nature, vol. 5(6), pages 695-705, June.
    16. Alexander Bick & Adam Blandin, 2023. "Employer Reallocation During the COVID-19 Pandemic: Validation and Application of a Do-It-Yourself CPS," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 49, pages 58-76, July.
    17. Mathias Huebener & Sevrin Waights & C. Katharina Spiess & Nico A. Siegel & Gert G. Wagner, 2021. "Parental well-being in times of Covid-19 in Germany," Review of Economics of the Household, Springer, vol. 19(1), pages 91-122, March.
    18. John R. Birge & Ozan Candogan & Yiding Feng, 2022. "Controlling Epidemic Spread: Reducing Economic Losses with Targeted Closures," Management Science, INFORMS, vol. 68(5), pages 3175-3195, May.
    19. Nicola Fuchs-Schünde & Dirk Krueger & Alexander Ludwig & Irina Popova, 2022. "The Long-Term Distributional and Welfare Effects of Covid-19 School Closures," The Economic Journal, Royal Economic Society, vol. 132(645), pages 1647-1683.
    20. Hai-Anh H. Dang & Cuong Viet Nguyen, 2024. "Agricultural Production as a Coping Strategy during the Covid-19 Pandemic? Evidence from Rural Viet Nam," Working Papers DP-2023-23, Economic Research Institute for ASEAN and East Asia (ERIA).

    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:inm:orijds:v:3:y:2024:i:1:p:6-27. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.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.