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Supply Chain Operations Management in Pandemics: A State-of-the-Art Review Inspired by COVID-19

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  • Muhammad Umar Farooq

    (Department of Industrial and Manufacturing Engineering, University of Engineering and Technology, Lahore 54890, Pakistan
    Department of Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea)

  • Amjad Hussain

    (Department of Industrial and Manufacturing Engineering, University of Engineering and Technology, Lahore 54890, Pakistan)

  • Tariq Masood

    (Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK
    Department of Design, Manufacturing and Engineering Management, University of Strathclyde, 75 Montrose Street, Glasgow G1 1XJ, UK)

  • Muhammad Salman Habib

    (Department of Industrial and Manufacturing Engineering, University of Engineering and Technology, Lahore 54890, Pakistan)

Abstract

Pandemics cause chaotic situations in supply chains (SC) around the globe, which can lead towards survivability challenges. The ongoing COVID-19 pandemic is an unprecedented humanitarian crisis that has severely affected global business dynamics. Similar vulnerabilities have been caused by other outbreaks in the past. In these terms, prevention strategies against propagating disruptions require vigilant goal conceptualization and roadmaps. In this respect, there is a need to explore supply chain operation management strategies to overcome the challenges that emerge due to COVID-19-like situations. Therefore, this review is aimed at exploring such challenges and developing strategies for sustainability, and viability perspectives for SCs, through a structured literature review (SLR) approach. Moreover, this study investigated the impacts of previous epidemic outbreaks on SCs, to identify the research objectives, methodological approaches, and implications for SCs. The study also explored the impacts of epidemic outbreaks on the business environment, in terms of effective resource allocation, supply and demand disruptions, and transportation network optimization, through operations management techniques. Furthermore, this article structured a framework that emphasizes the integration of Industry 4.0 technologies, resilience strategies, and sustainability to overcome SC challenges during pandemics. Finally, future research avenues were identified by including a research agenda for experts and practitioners to develop new pathways to get out of the crisis.

Suggested Citation

  • Muhammad Umar Farooq & Amjad Hussain & Tariq Masood & Muhammad Salman Habib, 2021. "Supply Chain Operations Management in Pandemics: A State-of-the-Art Review Inspired by COVID-19," Sustainability, MDPI, vol. 13(5), pages 1-33, February.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:5:p:2504-:d:506019
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    as
    1. Dmitry Ivanov & Ajay Das & Tsan-Ming Choi, 2018. "New flexibility drivers for manufacturing, supply chain and service operations," International Journal of Production Research, Taylor & Francis Journals, vol. 56(10), pages 3359-3368, May.
    2. Haiyan Wang & Xinping Wang & Amy Z. Zeng, 2009. "Optimal material distribution decisions based on epidemic diffusion rule and stochastic latent period for emergency rescue," International Journal of Mathematics in Operational Research, Inderscience Enterprises Ltd, vol. 1(1/2), pages 76-96.
    3. Savachkin, Alex & Uribe, Andrés, 2012. "Dynamic redistribution of mitigation resources during influenza pandemics," Socio-Economic Planning Sciences, Elsevier, vol. 46(1), pages 33-45.
    4. Shamsi G., N. & Ali Torabi, S. & Shakouri G., H., 2018. "An option contract for vaccine procurement using the SIR epidemic model," European Journal of Operational Research, Elsevier, vol. 267(3), pages 1122-1140.
    5. Rameshwar Dubey & Angappa Gunasekaran & David J. Bryde & Yogesh K. Dwivedi & Thanos Papadopoulos, 2020. "Blockchain technology for enhancing swift-trust, collaboration and resilience within a humanitarian supply chain setting," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3381-3398, June.
    6. Sonia Irshad Mari & Young Hae Lee & Muhammad Saad Memon, 2014. "Sustainable and Resilient Supply Chain Network Design under Disruption Risks," Sustainability, MDPI, vol. 6(10), pages 1-21, September.
    7. Hamed Mamani & Stephen E. Chick & David Simchi-Levi, 2013. "A Game-Theoretic Model of International Influenza Vaccination Coordination," Management Science, INFORMS, vol. 59(7), pages 1650-1670, July.
    8. Beltagui, Ahmad & Kunz, Nathan & Gold, Stefan, 2020. "The role of 3D printing and open design on adoption of socially sustainable supply chain innovation," International Journal of Production Economics, Elsevier, vol. 221(C).
    9. Alexander Trautrims & Martin C. Schleper & M. Selim Cakir & Stefan Gold, 2020. "Survival at the expense of the weakest? Managing modern slavery risks in supply chains during COVID-19," Journal of Risk Research, Taylor & Francis Journals, vol. 23(7-8), pages 1067-1072, August.
    10. Culot, Giovanna & Nassimbeni, Guido & Orzes, Guido & Sartor, Marco, 2020. "Behind the definition of Industry 4.0: Analysis and open questions," International Journal of Production Economics, Elsevier, vol. 226(C).
    11. Rachaniotis, Nikolaos P. & Dasaklis, Tom K. & Pappis, Costas P., 2012. "A deterministic resource scheduling model in epidemic control: A case study," European Journal of Operational Research, Elsevier, vol. 216(1), pages 225-231.
    12. Ming Liu & Ding Zhang, 2016. "A dynamic logistics model for medical resources allocation in an epidemic control with demand forecast updating," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 67(6), pages 841-852, June.
    13. András Bóta & Lauren M. Gardner & Alireza Khani, 2017. "Identifying Critical Components of a Public Transit System for Outbreak Control," Networks and Spatial Economics, Springer, vol. 17(4), pages 1137-1159, December.
    14. Enayati, Shakiba & Özaltın, Osman Y., 2020. "Optimal influenza vaccine distribution with equity," European Journal of Operational Research, Elsevier, vol. 283(2), pages 714-725.
    15. Govindan, Kannan & Mina, Hassan & Alavi, Behrouz, 2020. "A decision support system for demand management in healthcare supply chains considering the epidemic outbreaks: A case study of coronavirus disease 2019 (COVID-19)," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 138(C).
    16. van Eck, N.J.P. & Waltman, L., 2009. "How to Normalize Co-Occurrence Data? An Analysis of Some Well-Known Similarity Measures," ERIM Report Series Research in Management ERS-2009-001-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    17. Dmitry Ivanov, 2018. "Revealing interfaces of supply chain resilience and sustainability: a simulation study," International Journal of Production Research, Taylor & Francis Journals, vol. 56(10), pages 3507-3523, May.
    18. Alexandre Dolgui & Dmitry Ivanov & Maxim Rozhkov, 2020. "Does the ripple effect influence the bullwhip effect? An integrated analysis of structural and operational dynamics in the supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1285-1301, March.
    19. Mari, Sonia Irshad & Lee, Young Hae & Memon, Muhammad Saad & Cho, Su Yeon, 2014. "A Three-level Sustainable and Resilient Supply Chain Network Design under Disruption," MPRA Paper 58228, University Library of Munich, Germany.
    20. Duijzer, Lotty Evertje & van Jaarsveld, Willem & Dekker, Rommert, 2018. "Literature review: The vaccine supply chain," European Journal of Operational Research, Elsevier, vol. 268(1), pages 174-192.
    21. Yipeng Liu & Jong Min Lee & Celia Lee, 2020. "The challenges and opportunities of a global health crisis: the management and business implications of COVID-19 from an Asian perspective," Asian Business & Management, Palgrave Macmillan, vol. 19(3), pages 277-297, July.
    22. Fuqiang Zhang & Xiaole Wu & Christopher S. Tang & Tianjun Feng & Yue Dai, 2020. "Evolution of Operations Management Research: from Managing Flows to Building Capabilities," Production and Operations Management, Production and Operations Management Society, vol. 29(10), pages 2219-2229, October.
    23. Laura Laguna-Salvadó & Matthieu Lauras & Uche Okongwu & Tina Comes, 2019. "A multicriteria Master Planning DSS for a sustainable humanitarian supply chain," Annals of Operations Research, Springer, vol. 283(1), pages 1303-1343, December.
    24. Alexandre Dolgui & Dmitry Ivanov & Semyon Potryasaev & Boris Sokolov & Marina Ivanova & Frank Werner, 2020. "Blockchain-oriented dynamic modelling of smart contract design and execution in the supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 58(7), pages 2184-2199, April.
    25. Kumar, Sameer & Havey, Thomas, 2013. "Before and after disaster strikes: A relief supply chain decision support framework," International Journal of Production Economics, Elsevier, vol. 145(2), pages 613-629.
    26. Büyüktahtakın, İ. Esra & des-Bordes, Emmanuel & Kıbış, Eyyüb Y., 2018. "A new epidemics–logistics model: Insights into controlling the Ebola virus disease in West Africa," European Journal of Operational Research, Elsevier, vol. 265(3), pages 1046-1063.
    27. Kristin van Barneveld & Michael Quinlan & Peter Kriesler & Anne Junor & Fran Baum & Anis Chowdhury & PN (Raja) Junankar & Stephen Clibborn & Frances Flanagan & Chris F Wright & Sharon Friel & Joseph H, 2020. "The COVID-19 pandemic: Lessons on building more equal and sustainable societies," The Economic and Labour Relations Review, , vol. 31(2), pages 133-157, June.
    28. Jill E. Hobbs, 2020. "Food supply chains during the COVID‐19 pandemic," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 68(2), pages 171-176, June.
    29. Samuel V. Scarpino & Giovanni Petri, 2019. "On the predictability of infectious disease outbreaks," Nature Communications, Nature, vol. 10(1), pages 1-8, December.
    30. Alexandre Dolgui & Dmitry Ivanov & Boris Sokolov, 2020. "Reconfigurable supply chain: the X-network," International Journal of Production Research, Taylor & Francis Journals, vol. 58(13), pages 4138-4163, July.
    31. Maria Besiou & Luk N. Van Wassenhove, 2020. "Humanitarian Operations: A World of Opportunity for Relevant and Impactful Research," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 135-145, January.
    32. Davood Andalib Ardakani & Asieh Soltanmohammadi, 2019. "Investigating and analysing the factors affecting the development of sustainable supply chain model in the industrial sectors," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(1), pages 199-212, January.
    33. Harpreet Kaur & Surya Prakash Singh, 2019. "Sustainable procurement and logistics for disaster resilient supply chain," Annals of Operations Research, Springer, vol. 283(1), pages 309-354, December.
    34. Hosseini, Seyedmohsen & Ivanov, Dmitry & Dolgui, Alexandre, 2019. "Review of quantitative methods for supply chain resilience analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 125(C), pages 285-307.
    35. Mahmud Akhter Shareef & Yogesh K. Dwivedi & Rafeed Mahmud & Angela Wright & Mohammad Mahboob Rahman & Hatice Kizgin & Nripendra P. Rana, 2019. "Disaster management in Bangladesh: developing an effective emergency supply chain network," Annals of Operations Research, Springer, vol. 283(1), pages 1463-1487, December.
    36. Aven, Terje, 2017. "How some types of risk assessments can support resilience analysis and management," Reliability Engineering and System Safety, Elsevier, vol. 167(C), pages 536-543.
    37. Sahitya Elluru & Hardik Gupta & Harpreet Kaur & Surya Prakash Singh, 2019. "Proactive and reactive models for disaster resilient supply chain," Annals of Operations Research, Springer, vol. 283(1), pages 199-224, December.
    38. Elisa F. Long & Eike Nohdurft & Stefan Spinler, 2018. "Spatial Resource Allocation for Emerging Epidemics: A Comparison of Greedy, Myopic, and Dynamic Policies," Manufacturing & Service Operations Management, INFORMS, vol. 20(2), pages 181-198, May.
    39. Azrah Anparasan & Miguel Lejeune, 2019. "Resource deployment and donation allocation for epidemic outbreaks," Annals of Operations Research, Springer, vol. 283(1), pages 9-32, December.
    40. Ivanov, Dmitry, 2020. "Predicting the impacts of epidemic outbreaks on global supply chains: A simulation-based analysis on the coronavirus outbreak (COVID-19/SARS-CoV-2) case," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    41. Dmitry Ivanov & Ajay Das, 2020. "Coronavirus (COVID-19/SARS-CoV-2) and supply chain resilience: a research note," International Journal of Integrated Supply Management, Inderscience Enterprises Ltd, vol. 13(1), pages 90-102.
    42. Sanjoy Kumar Paul & Ruhul Sarker & Daryl Essam & Paul Tae-Woo Lee, 2019. "A mathematical modelling approach for managing sudden disturbances in a three-tier manufacturing supply chain," Annals of Operations Research, Springer, vol. 280(1), pages 299-335, September.
    43. Hoda Parvin & Shervin Beygi & Jonathan E. Helm & Peter S. Larson & Mark P. Van Oyen, 2018. "Distribution of Medication Considering Information, Transshipment, and Clustering: Malaria in Malawi," Production and Operations Management, Production and Operations Management Society, vol. 27(4), pages 774-797, April.
    44. Nees Jan van Eck & Ludo Waltman, 2009. "How to normalize cooccurrence data? An analysis of some well‐known similarity measures," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(8), pages 1635-1651, August.
    45. Ali Ekici & Pınar Keskinocak & Julie L. Swann, 2014. "Modeling Influenza Pandemic and Planning Food Distribution," Manufacturing & Service Operations Management, INFORMS, vol. 16(1), pages 11-27, February.
    46. Christian F. Durach & Joakim Kembro & Andreas Wieland, 2017. "A New Paradigm for Systematic Literature Reviews in Supply Chain Management," Journal of Supply Chain Management, Institute for Supply Management, vol. 53(4), pages 67-85, October.
    47. Hannes Hofmann & Christian Busse & Christoph Bode & Michael Henke, 2014. "Sustainability‐Related Supply Chain Risks: Conceptualization and Management," Business Strategy and the Environment, Wiley Blackwell, vol. 23(3), pages 160-172, March.
    48. Ben Yaghlane, Asma & Azaiez, M. Naceur, 2017. "Systems under attack-survivability rather than reliability: Concept, results, and applications," European Journal of Operational Research, Elsevier, vol. 258(3), pages 1156-1164.
    49. Ming Liu & Xifen Xu & Jie Cao & Ding Zhang, 2020. "Integrated planning for public health emergencies: A modified model for controlling H1N1 pandemic," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 71(5), pages 748-761, May.
    50. Devendra K. Yadav & Akhilesh Barve, 2016. "Modeling Post-disaster Challenges of Humanitarian Supply Chains: A TISM Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 17(3), pages 321-340, September.
    51. Stephen E. Chick & Hamed Mamani & David Simchi-Levi, 2008. "Supply Chain Coordination and Influenza Vaccination," Operations Research, INFORMS, vol. 56(6), pages 1493-1506, December.
    52. Azrah A. Anparasan & Miguel A. Lejeune, 2018. "Data laboratory for supply chain response models during epidemic outbreaks," Annals of Operations Research, Springer, vol. 270(1), pages 53-64, November.
    53. Luke Muggy & Jessica L. Heier Stamm, 2020. "Decentralized beneficiary behavior in humanitarian supply chains: models, performance bounds, and coordination mechanisms," Annals of Operations Research, Springer, vol. 284(1), pages 333-365, January.
    54. Dmitry Ivanov & Alexandre Dolgui, 2020. "Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2904-2915, May.
    55. Rameshwar Dubey & Nezih Altay & Constantin Blome, 2019. "Swift trust and commitment: The missing links for humanitarian supply chain coordination?," Annals of Operations Research, Springer, vol. 283(1), pages 159-177, December.
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