IDEAS home Printed from https://ideas.repec.org/a/plo/pgph00/0002063.html
   My bibliography  Save this article

Comparative impact assessment of COVID-19 policy interventions in five South Asian countries using reported and estimated unreported death counts during 2020-2021

Author

Listed:
  • Ritoban Kundu
  • Jyotishka Datta
  • Debashree Ray
  • Swapnil Mishra
  • Rupam Bhattacharyya
  • Lauren Zimmermann
  • Bhramar Mukherjee

Abstract

There has been raging discussion and debate around the quality of COVID death data in South Asia. According to WHO, of the 5.5 million reported COVID-19 deaths from 2020-2021, 0.57 million (10%) were contributed by five low and middle income countries (LMIC) countries in the Global South: India, Pakistan, Bangladesh, Sri Lanka and Nepal. However, a number of excess death estimates show that the actual death toll from COVID-19 is significantly higher than the reported number of deaths. For example, the IHME and WHO both project around 14.9 million total deaths, of which 4.5–5.5 million were attributed to these five countries in 2020-2021. We focus our gaze on the COVID-19 performance of these five countries where 23.5% of the world population lives in 2020 and 2021, via a counterfactual lens and ask, to what extent the mortality of one LMIC would have been affected if it adopted the pandemic policies of another, similar country? We use a Bayesian semi-mechanistic model developed by Mishra et al. (2021) to compare both the reported and estimated total death tolls by permuting the time-varying reproduction number (Rt) across these countries over a similar time period. Our analysis shows that, in the first half of 2021, mortality in India in terms of reported deaths could have been reduced to 96 and 102 deaths per million compared to actual 170 reported deaths per million had it adopted the policies of Nepal and Pakistan respectively. In terms of total deaths, India could have averted 481 and 466 deaths per million had it adopted the policies of Bangladesh and Pakistan. On the other hand, India had a lower number of reported COVID-19 deaths per million (48 deaths per million) and a lower estimated total deaths per million (80 deaths per million) in the second half of 2021, and LMICs other than Pakistan would have lower reported mortality had they followed India’s strategy. The gap between the reported and estimated total deaths highlights the varying level and extent of under-reporting of deaths across the subcontinent, and that model estimates are contingent on accuracy of the death data. Our analysis shows the importance of timely public health intervention and vaccines for lowering mortality and the need for better coverage infrastructure for the death registration system in LMICs.

Suggested Citation

  • Ritoban Kundu & Jyotishka Datta & Debashree Ray & Swapnil Mishra & Rupam Bhattacharyya & Lauren Zimmermann & Bhramar Mukherjee, 2023. "Comparative impact assessment of COVID-19 policy interventions in five South Asian countries using reported and estimated unreported death counts during 2020-2021," PLOS Global Public Health, Public Library of Science, vol. 3(12), pages 1-29, December.
  • Handle: RePEc:plo:pgph00:0002063
    DOI: 10.1371/journal.pgph.0002063
    as

    Download full text from publisher

    File URL: https://journals.plos.org/globalpublichealth/article?id=10.1371/journal.pgph.0002063
    Download Restriction: no

    File URL: https://journals.plos.org/globalpublichealth/article/file?id=10.1371/journal.pgph.0002063&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pgph.0002063?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. Corbin Quick & Rounak Dey & Xihong Lin, 2021. "Regression Models for Understanding COVID-19 Epidemic Dynamics With Incomplete Data," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1561-1577, October.
    2. Mrinank Sharma & Sören Mindermann & Charlie Rogers-Smith & Gavin Leech & Benedict Snodin & Janvi Ahuja & Jonas B. Sandbrink & Joshua Teperowski Monrad & George Altman & Gurpreet Dhaliwal & Lukas Finnv, 2021. "Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    3. William Msemburi & Ariel Karlinsky & Victoria Knutson & Serge Aleshin-Guendel & Somnath Chatterji & Jon Wakefield, 2023. "The WHO estimates of excess mortality associated with the COVID-19 pandemic," Nature, Nature, vol. 613(7942), pages 130-137, January.
    4. Khan Rubayet Rahaman & Md. Sultan Mahmud & Bishawjit Mallick, 2020. "Challenges of Testing COVID-19 Cases in Bangladesh," IJERPH, MDPI, vol. 17(18), pages 1-17, September.
    5. Ahmed Faisal Sumit & Anindya Das & Ishtiaq Hossain Miraj & Debasish Bhowmick, 2020. "Association between chronic obstructive pulmonary disease (COPD) and occupational exposures: A hospital based quantitative cross-sectional study among the Bangladeshi population," PLOS ONE, Public Library of Science, vol. 15(9), pages 1-13, September.
    6. Alfano, Vincenzo & Ercolano, Salvatore & Cicatiello, Lorenzo, 2021. "School openings and the COVID-19 outbreak in Italy. A provincial-level analysis using the synthetic control method," Health Policy, Elsevier, vol. 125(9), pages 1200-1207.
    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. Tamás Hajdu & Judit Krekó & Csaba G. Tóth, 2023. "Inequalities in regional excess mortality and life expectancy during the COVID-19 pandemic in Europe," CERS-IE WORKING PAPERS 2316, Institute of Economics, Centre for Economic and Regional Studies.
    2. Wang, Peipei & Zheng, Xinqi & Chen, Yuanming & Xu, Yazhou, 2024. "A novel spatio-temporal prediction model of epidemic spread integrating cellular automata with agent-based modeling," Chaos, Solitons & Fractals, Elsevier, vol. 189(P1).
    3. Alfano, Vincenzo, 2024. "Unlocking the importance of perceived governance: The impact on COVID-19 in NUTS-2 European regions," Social Science & Medicine, Elsevier, vol. 343(C).
    4. Pekka Malo & Juha Eskelinen & Xun Zhou & Timo Kuosmanen, 2024. "Computing Synthetic Controls Using Bilevel Optimization," Computational Economics, Springer;Society for Computational Economics, vol. 64(2), pages 1113-1136, August.
    5. Alfano, Vincenzo, 2023. "God or good health? Evidence on belief in God in relation to public health during a pandemic," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 107(C).
    6. Miquel Oliu-Barton & Bary S. R. Pradelski & Nicolas Woloszko & Lionel Guetta-Jeanrenaud & Philippe Aghion & Patrick Artus & Arnaud Fontanet & Philippe Martin & Guntram B. Wolff, 2022. "The effect of COVID certificates on vaccine uptake, health outcomes, and the economy," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    7. Anna Kristina Witte & Janina Grosch & Beate Conrady & Lena Schomakers & Marcus Grohmann, 2022. "Free PoC Testing for SARS-CoV-2 in Germany: Factors Expanding Access to Various Communities in a Medium-Sized City," IJERPH, MDPI, vol. 19(8), pages 1-16, April.
    8. Vincenzo Alfano & Massimo Guarino, 2024. "Why Do You Make Things So Complicated? Understanding the Texts of Regulations During the COVID-19 Pandemic," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 10(2), pages 929-955, July.
    9. Caixia Wang & Huijie Li, 2022. "Public Compliance Matters in Evidence-Based Public Health Policy: Evidence from Evaluating Social Distancing in the First Wave of COVID-19," IJERPH, MDPI, vol. 19(7), pages 1-13, March.
    10. Bhorat, Haroon & Köhler, Timothy, 2025. "The labour market effects of cash transfers to the unemployed: Evidence from South Africa," World Development, Elsevier, vol. 188(C).
    11. Isabella Marinetti & Dmitri Jdanov & Pavel Grigoriev & Sebastian Klüsener & Fanny Janssen, 2023. "Effects of the COVID-19 pandemic on life expectancy and premature mortality in the German federal states in 2020 and 2021," PLOS ONE, Public Library of Science, vol. 18(12), pages 1-13, December.
    12. Yuki Furuse, 2022. "Properties of the Omicron Variant of SARS-CoV-2 Affect Public Health Measure Effectiveness in the COVID-19 Epidemic," IJERPH, MDPI, vol. 19(9), pages 1-8, April.
    13. Alaa Alaidroos & Ayad Almaimani & Ahmed Baik & Mohamed Al-Amodi & Khan Rubayet Rahaman, 2021. "Are Historical Buildings More Adaptive to Minimize the Risks of Airborne Transmission of Viruses and Public Health? A Study of the Hazzazi House in Jeddah (Saudi Arabia)," IJERPH, MDPI, vol. 18(7), pages 1-19, March.
    14. Martini, Christina A. & Bos, Björn & Drupp, Moritz A. & Meya, Jasper N. & Quaas, Martin F., 2024. "Dishonesty is linked with the spread of infectious diseases," Economics Letters, Elsevier, vol. 245(C).
    15. Jonas Dehning & Sebastian B. Mohr & Sebastian Contreras & Philipp Dönges & Emil N. Iftekhar & Oliver Schulz & Philip Bechtle & Viola Priesemann, 2023. "Impact of the Euro 2020 championship on the spread of COVID-19," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    16. Bonander, Carl & Ekman, Mats & Jakobsson, Niklas, 2022. "Vaccination nudges: A study of pre-booked COVID-19 vaccinations in Sweden," Social Science & Medicine, Elsevier, vol. 309(C).
    17. Alfano, Vincenzo & Ercolano, Salvatore & Pinto, Mauro, 2022. "Carrot and stick: Economic support and stringency policies in response to COVID-19," Evaluation and Program Planning, Elsevier, vol. 94(C).
    18. Nagel, Kai & Rakow, Christian & Müller, Sebastian A., 2021. "Realistic agent-based simulation of infection dynamics and percolation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 584(C).
    19. Kozlov Vladimir & Pahomii Irina & Gagauz Olga & Šmit Jelena, 2024. "Covid-19 Mortality Shock: Demographic and Economic Losses in Moldova," Comparative Southeast European Studies, De Gruyter, vol. 72(1), pages 135-148, March.
    20. Alfano, Vincenzo & Cicatiello, Lorenzo & Ercolano, Salvatore, 2023. "Assessing the effectiveness of mandatory outdoor mask policy: The natural experiment of Campania," Economics & Human Biology, Elsevier, vol. 50(C).

    More about this item

    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:plo:pgph00:0002063. 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: globalpubhealth (email available below). General contact details of provider: https://journals.plos.org/globalpublichealth .

    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.