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April 10, 2013 - March 25, 2025

Available Issues

April 10, 2013 - March 25, 2025

On the Test Accuracy and Effective Control of the COVID-19 Pandemic: A Case Study in Singapore

Guang Cheng

Guang Cheng

[email protected]

https://orcid.org/0000-0002-5353-8088

Institute of Operations Research and Analytics, National University of Singapore, Singapore 117602;

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,
Sarah Yini Gao

Corresponding Author

Sarah Yini Gao

[email protected]

https://orcid.org/0000-0002-3668-9095

Lee Kong Chian School of Business, Singapore Management University, Singapore 178899;

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,
Yancheng Yuan

Yancheng Yuan

[email protected]

https://orcid.org/0000-0002-8243-4683

Department of Applied Mathematics, The Hong Kong Polytechnic University, Hong Kong

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,
Chenxiao Zhang

Chenxiao Zhang

[email protected]

https://orcid.org/0000-0002-8421-6305

Lee Kong Chian School of Business, Singapore Management University, Singapore 178899;

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,
Zhichao Zheng

Zhichao Zheng

[email protected]

https://orcid.org/0000-0002-4848-0862

Lee Kong Chian School of Business, Singapore Management University, Singapore 178899;

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Published Online:9 Mar 2022https://doi.org/10.1287/inte.2022.1117

Abstract

This study examines the impact of coronavirus disease 2019 (COVID-19) test accuracy (i.e., sensitivity and specificity) on the progression of the pandemic under two scenarios of limited and unlimited test capacity. We extend the classic susceptible– exposed–infectious–recovered model to incorporate test accuracy and compare the progression of the pandemic under various sensitivities and specificities. We find that high-sensitivity tests effectively reduce the total number of infections only with sufficient testing capacity. Nevertheless, with limited test capacity and a relatively high cross-infection rate, the total number of infected cases may increase when sensitivity is above a certain threshold. Despite the potential for higher sensitivity tests to identify more infected individuals, more false positive cases occur, which wastes limited testing capacity, slowing down the detection of infected cases. Our findings reveal that improving test sensitivity alone does not always lead to effective pandemic control, indicating that policymakers should balance the trade-off between high sensitivity and high false positive rates when designing containment measures for infectious diseases, such as COVID-19, particularly when navigating limited test capacity.

History: This paper was refereed. This article has been selected for inclusion in the Special Issue on Analytics Remedies to COVID-19.

INFORMS Journal on Applied Analytics cover image

Volume 52, Issue 6

November-December 2022
Pages 471-582, ii

Article Information

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  • Received:May 04, 2021
  • Accepted:November 17, 2021
  • Published Online:March 09, 2022

Copyright © 2022, INFORMS

Cite as
Guang Cheng,Sarah Yini Gao,Yancheng Yuan,Chenxiao Zhang,Zhichao Zheng (2022) On the Test Accuracy and Effective Control of the COVID-19 Pandemic: A Case Study in Singapore. INFORMS Journal on Applied Analytics 52(6):524-538.
https://doi.org/10.1287/inte.2022.1117
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