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

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  • 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
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    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.
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