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Learning versus habit formation: Optimal timing of lockdown for disease containment

We analyze a model where the government has to decide whether to impose a lockdown in a country to prevent the spread of a possibly virulent disease. If the government decides to impose a lockdown, it has to determine its intensity, timing and duration. We find that there are two competing effects t...

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Autores principales: Bandyopadhyay, Siddhartha, Chatterjee, Kalyan, Das, Kaustav, Roy, Jaideep
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7834706/
https://www.ncbi.nlm.nih.gov/pubmed/33519024
http://dx.doi.org/10.1016/j.jmateco.2020.11.008
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author Bandyopadhyay, Siddhartha
Chatterjee, Kalyan
Das, Kaustav
Roy, Jaideep
author_facet Bandyopadhyay, Siddhartha
Chatterjee, Kalyan
Das, Kaustav
Roy, Jaideep
author_sort Bandyopadhyay, Siddhartha
collection PubMed
description We analyze a model where the government has to decide whether to impose a lockdown in a country to prevent the spread of a possibly virulent disease. If the government decides to impose a lockdown, it has to determine its intensity, timing and duration. We find that there are two competing effects that push the decision in opposite directions. An early lockdown is beneficial not only to slow down the spread of the disease, but creates beneficial habit formation (such as social distancing, developing hygienic habits) that persists even after the lockdown is lifted. Against this benefit of an early lockdown, there is a cost from loss of information about the virulence and spread of the disease in the population in addition to a direct cost to the economy. Based on the prior probability of the disease being virulent, we characterize the timing, intensity and duration of a lockdown with the above mentioned tradeoffs. Specifically, we show that as the precision of learning goes up, a government tends to delay the imposition of lockdown. Conversely, if the habit formation parameter is very strong, a government is likely to impose an early lockdown.
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spelling pubmed-78347062021-01-26 Learning versus habit formation: Optimal timing of lockdown for disease containment Bandyopadhyay, Siddhartha Chatterjee, Kalyan Das, Kaustav Roy, Jaideep J Math Econ Article We analyze a model where the government has to decide whether to impose a lockdown in a country to prevent the spread of a possibly virulent disease. If the government decides to impose a lockdown, it has to determine its intensity, timing and duration. We find that there are two competing effects that push the decision in opposite directions. An early lockdown is beneficial not only to slow down the spread of the disease, but creates beneficial habit formation (such as social distancing, developing hygienic habits) that persists even after the lockdown is lifted. Against this benefit of an early lockdown, there is a cost from loss of information about the virulence and spread of the disease in the population in addition to a direct cost to the economy. Based on the prior probability of the disease being virulent, we characterize the timing, intensity and duration of a lockdown with the above mentioned tradeoffs. Specifically, we show that as the precision of learning goes up, a government tends to delay the imposition of lockdown. Conversely, if the habit formation parameter is very strong, a government is likely to impose an early lockdown. Elsevier B.V. 2021-03 2021-01-09 /pmc/articles/PMC7834706/ /pubmed/33519024 http://dx.doi.org/10.1016/j.jmateco.2020.11.008 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Bandyopadhyay, Siddhartha
Chatterjee, Kalyan
Das, Kaustav
Roy, Jaideep
Learning versus habit formation: Optimal timing of lockdown for disease containment
title Learning versus habit formation: Optimal timing of lockdown for disease containment
title_full Learning versus habit formation: Optimal timing of lockdown for disease containment
title_fullStr Learning versus habit formation: Optimal timing of lockdown for disease containment
title_full_unstemmed Learning versus habit formation: Optimal timing of lockdown for disease containment
title_short Learning versus habit formation: Optimal timing of lockdown for disease containment
title_sort learning versus habit formation: optimal timing of lockdown for disease containment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7834706/
https://www.ncbi.nlm.nih.gov/pubmed/33519024
http://dx.doi.org/10.1016/j.jmateco.2020.11.008
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