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The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective
Strengthen the resilience of supply chains was observed to be critical issue by firms to confront disruptions triggered by unprecedented demand and severe disasters. However, the extraordinarily challenging disruptions of COVID-19 pandemic, unlike any disasters seen in recent times. This study aims...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568955/ http://dx.doi.org/10.1007/s12063-022-00327-y |
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author | Ghafour, Karzan Mahdi Aljanabi, Abdulqadir Rahomee Ahmed |
author_facet | Ghafour, Karzan Mahdi Aljanabi, Abdulqadir Rahomee Ahmed |
author_sort | Ghafour, Karzan Mahdi |
collection | PubMed |
description | Strengthen the resilience of supply chains was observed to be critical issue by firms to confront disruptions triggered by unprecedented demand and severe disasters. However, the extraordinarily challenging disruptions of COVID-19 pandemic, unlike any disasters seen in recent times. This study aims to provide a practical solution to supply chain (SC) disruptions by estimating the best forecasting models for demand fluctuations in the context of food and beverages. A method is proposed to predict SC disruptions and enhance SC resilience. Double exponential smoothing (DES) and the ARIMA model are adopted as forecasting approaches to estimate demand and optimum inventory quantities during three different periods of disruption associated with the COVID-19 outbreak. A downstream SC involving 2 distributors and 56 retailers is considered to elaborate inventory measurements (optimal inventory levels and total costs). The results demonstrate that distributors can reduce costs by dispensing with some retailers, particularly those who order low quantities and thus incur unjustified expenses. Furthermore, high accuracy is obtained, with minimal differences between the real data and the model’s forecast. Existing research has largely ignored supply disruptions in the distributor-retailer relationship. This study provides distributors and SC managers important knowledge on SC disruptions and identifies appropriate forecasting methods to increase SC resilience. It also provides distributors and other SC managers unprecedented insights on tackling crises of stability like COVID-19. |
format | Online Article Text |
id | pubmed-9568955 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-95689552022-10-16 The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective Ghafour, Karzan Mahdi Aljanabi, Abdulqadir Rahomee Ahmed Oper Manag Res Article Strengthen the resilience of supply chains was observed to be critical issue by firms to confront disruptions triggered by unprecedented demand and severe disasters. However, the extraordinarily challenging disruptions of COVID-19 pandemic, unlike any disasters seen in recent times. This study aims to provide a practical solution to supply chain (SC) disruptions by estimating the best forecasting models for demand fluctuations in the context of food and beverages. A method is proposed to predict SC disruptions and enhance SC resilience. Double exponential smoothing (DES) and the ARIMA model are adopted as forecasting approaches to estimate demand and optimum inventory quantities during three different periods of disruption associated with the COVID-19 outbreak. A downstream SC involving 2 distributors and 56 retailers is considered to elaborate inventory measurements (optimal inventory levels and total costs). The results demonstrate that distributors can reduce costs by dispensing with some retailers, particularly those who order low quantities and thus incur unjustified expenses. Furthermore, high accuracy is obtained, with minimal differences between the real data and the model’s forecast. Existing research has largely ignored supply disruptions in the distributor-retailer relationship. This study provides distributors and SC managers important knowledge on SC disruptions and identifies appropriate forecasting methods to increase SC resilience. It also provides distributors and other SC managers unprecedented insights on tackling crises of stability like COVID-19. Springer US 2022-10-15 /pmc/articles/PMC9568955/ http://dx.doi.org/10.1007/s12063-022-00327-y Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Ghafour, Karzan Mahdi Aljanabi, Abdulqadir Rahomee Ahmed The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title | The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title_full | The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title_fullStr | The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title_full_unstemmed | The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title_short | The role of forecasting in preventing supply chain disruptions during the COVID-19 pandemic: a distributor-retailer perspective |
title_sort | role of forecasting in preventing supply chain disruptions during the covid-19 pandemic: a distributor-retailer perspective |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568955/ http://dx.doi.org/10.1007/s12063-022-00327-y |
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