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Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap

The pandemic caused by the coronavirus disease 2019 (COVID-19) has produced a global health calamity that has a profound impact on the way of perceiving the world and everyday lives. This has appeared as the greatest threat of the time for the entire world in terms of its impact on human mortality r...

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Autores principales: Kumar, Saket, Viral, Rajkumar, Deep, Vikas, Sharma, Purushottam, Kumar, Manoj, Mahmud, Mufti, Stephan, Thompson
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer London 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7996129/
https://www.ncbi.nlm.nih.gov/pubmed/33815032
http://dx.doi.org/10.1007/s00779-021-01530-7
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author Kumar, Saket
Viral, Rajkumar
Deep, Vikas
Sharma, Purushottam
Kumar, Manoj
Mahmud, Mufti
Stephan, Thompson
author_facet Kumar, Saket
Viral, Rajkumar
Deep, Vikas
Sharma, Purushottam
Kumar, Manoj
Mahmud, Mufti
Stephan, Thompson
author_sort Kumar, Saket
collection PubMed
description The pandemic caused by the coronavirus disease 2019 (COVID-19) has produced a global health calamity that has a profound impact on the way of perceiving the world and everyday lives. This has appeared as the greatest threat of the time for the entire world in terms of its impact on human mortality rate and many other societal fronts or driving forces whose estimations are yet to be known. Therefore, this study focuses on the most crucial sectors that are severely impacted due to the COVID-19 pandemic, in particular reference to India. Considered based on their direct link to a country’s overall economy, these sectors include economic and financial, educational, healthcare, industrial, power and energy, oil market, employment, and environment. Based on available data about the pandemic and the above-mentioned sectors, as well as forecasted data about COVID-19 spreading, four inclusive mathematical models, namely—exponential smoothing, linear regression, Holt, and Winters, are used to analyse the gravity of the impacts due to this COVID-19 outbreak which is also graphically visualized. All the models are tested using data such as COVID-19 infection rate, number of daily cases and deaths, GDP of India, and unemployment. Comparing the obtained results, the best prediction model is presented. This study aims to evaluate the impact of this pandemic on country-driven sectors and recommends some strategies to lessen these impacts on a country’s economy.
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spelling pubmed-79961292021-03-29 Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap Kumar, Saket Viral, Rajkumar Deep, Vikas Sharma, Purushottam Kumar, Manoj Mahmud, Mufti Stephan, Thompson Pers Ubiquitous Comput Original Article The pandemic caused by the coronavirus disease 2019 (COVID-19) has produced a global health calamity that has a profound impact on the way of perceiving the world and everyday lives. This has appeared as the greatest threat of the time for the entire world in terms of its impact on human mortality rate and many other societal fronts or driving forces whose estimations are yet to be known. Therefore, this study focuses on the most crucial sectors that are severely impacted due to the COVID-19 pandemic, in particular reference to India. Considered based on their direct link to a country’s overall economy, these sectors include economic and financial, educational, healthcare, industrial, power and energy, oil market, employment, and environment. Based on available data about the pandemic and the above-mentioned sectors, as well as forecasted data about COVID-19 spreading, four inclusive mathematical models, namely—exponential smoothing, linear regression, Holt, and Winters, are used to analyse the gravity of the impacts due to this COVID-19 outbreak which is also graphically visualized. All the models are tested using data such as COVID-19 infection rate, number of daily cases and deaths, GDP of India, and unemployment. Comparing the obtained results, the best prediction model is presented. This study aims to evaluate the impact of this pandemic on country-driven sectors and recommends some strategies to lessen these impacts on a country’s economy. Springer London 2021-03-26 2023 /pmc/articles/PMC7996129/ /pubmed/33815032 http://dx.doi.org/10.1007/s00779-021-01530-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Article
Kumar, Saket
Viral, Rajkumar
Deep, Vikas
Sharma, Purushottam
Kumar, Manoj
Mahmud, Mufti
Stephan, Thompson
Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title_full Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title_fullStr Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title_full_unstemmed Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title_short Forecasting major impacts of COVID-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
title_sort forecasting major impacts of covid-19 pandemic on country-driven sectors: challenges, lessons, and future roadmap
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7996129/
https://www.ncbi.nlm.nih.gov/pubmed/33815032
http://dx.doi.org/10.1007/s00779-021-01530-7
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