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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...

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Autores principales: Ghafour, Karzan Mahdi, Aljanabi, Abdulqadir Rahomee Ahmed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
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.
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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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