Analysis of the COVID-19 pandemic’s impacts on manufacturing: a systematic literature review and future research agenda

Operations Management Research - Tập 15 Số 1-2 - Trang 551-566 - 2022
Marco Ardolino, Andrea Bacchetti1, Dmitry Ivanov2
1RISE Laboratory, Università degli Studi di Brescia – via Branze 38, 25123, Brescia, Italy
2Department of Business and Economics, Berlin School of Economics and Law, 10825, Berlin, Germany

Tóm tắt

Từ khóa


Tài liệu tham khảo

Akpan IJ, Udoh EAP, Adebisi B (2020) Small Business Awareness and Adoption of State-of-the-Art Technologies in Emerging and Developing Markets, and Lessons from the COVID-19 Pandemic. J Small Bus Entrep 1–18. https://doi.org/10.1080/08276331.2020.1820185

Aldrighetti R, Battini D, Ivanov D, Zennaro I (2021) Costs of Resilience and Disruptions in Supply Chain Network Design Models: A Review and Future Research Directions. Int J Prod Econ 235(May):108103. https://doi.org/10.1016/j.ijpe.2021.108103

Al-Fadly A (2020) Impact of COVID-19 on SMEs and Employment. Entrepreneurship and Sustainability Issues 8(2):629–648. https://doi.org/10.9770/jesi.2020.8.2(38)

Ali Abdallah A (2021) How Can Lean Manufacturing Lead the Manufacturing Sector during Health Pandemics Such as COVID 19: A Multi Response Optimization Framework. Computers, Materials & Continua 66(2):1397–1410. https://doi.org/10.32604/cmc.2020.013733

Ali H (2021) The Opportunity Behind COVID-19 [The Way Ahead]. IEEE Potentials 40(2):3–46. https://doi.org/10.1109/MPOT.2020.3047751

Almeida F, Santos JD, Monteiro JA (2020) The Challenges and Opportunities in the Digitalization of Companies in a Post-COVID-19 World. IEEE Eng Manage Rev 48(3):97–103. https://doi.org/10.1109/EMR.2020.3013206

Ardolino M, Rapaccini M, Saccani N, Gaiardelli P, Crespi G, Ruggeri C (2018) The Role of Digital Technologies for the Service Transformation of Industrial Companies. Int J Prod Res 56(6). Taylor & Francis: 2116–32. https://doi.org/10.1080/00207543.2017.1324224

Baker S, Bloom N, Davis S, Terry S (2020) COVID-Induced Economic Uncertainty. w26983. Cambridge, MA: National Bureau of Economic Research. https://doi.org/10.3386/w26983

Barbieri P, Boffelli A, Elia S, Fratocchi L, Kalchschmidt M, Samson D (2020) What Can We Learn about Reshoring after Covid-19? Oper Manag Res 13(3):131–136. https://doi.org/10.1007/s12063-020-00160-1

Baroroh DK, Chu CH, Wang L (2020) Systematic Literature Review on Augmented Reality in Smart Manufacturing: Collaboration between Human and Computational Intelligence. J Manuf Syst S0278612520301862. https://doi.org/10.1016/j.jmsy.2020.10.017

Basilaia G, Kvavadze D (2020) Transition to Online Education in Schools during a SARS-CoV-2 Coronavirus (COVID-19) Pandemic in Georgia. Pedagogical Research 5(4). https://doi.org/10.29333/pr/7937

Belhadi A, Kamble S, Jabbour CJC, Gunasekaran A, Ndubisi NO, Venkatesh M (2021) Manufacturing and Service Supply Chain Resilience to the COVID-19 Outbreak: Lessons Learned from the Automobile and Airline Industries. Technol Forecast Soc Chang 163(February):120447. https://doi.org/10.1016/j.techfore.2020.120447

Bolisani E, Scarso E, Ipsen C, Kirchner K, Hansen JP (2020) Working from Home during COVID-19 Pandemic: Lessons Learned and Issues Management & Marketing. Chall Knowl Soc 15(s1):458–76. https://doi.org/10.2478/mmcks-2020-0027

Borsellino V, Kaliji SA, Schimmenti E (2020) COVID-19 Drives Consumer Behaviour and Agro-Food Markets towards Healthier and More Sustainable Patterns. Sustainability 12(20):8366. https://doi.org/10.3390/su12208366

Brown P, Ly T, Pham H, Sivabalan P (2020) Automation and Management Control in Dynamic Environments: Managing Organisational Flexibility and Energy Efficiency in Service Sectors. Br Account Rev 52(2):100840. https://doi.org/10.1016/j.bar.2019.100840

Büchi G, Cugno M, Castagnoli R (2020) Smart Factory Performance and Industry 4.0. Technol Forecast Soc Chang 150(January):119790. https://doi.org/10.1016/j.techfore.2019.119790

Burgos D, Ivanov D (2021) Food Retail Supply Chain Resilience and the COVID-19 Pandemic: A Digital Twin-Based Impact Analysis and Improvement Directions. Transportation Research Part e: Logistics and Transportation Review 152(August):102412. https://doi.org/10.1016/j.tre.2021.102412

Butt AS (2021) Strategies to Mitigate the Impact of COVID-19 on Supply Chain Disruptions: A Multiple Case Analysis of Buyers and Distributors. Int J Logist Manag ahead-of-print (ahead-of-print). https://doi.org/10.1108/IJLM-11-2020-0455

Cai M, Luo J (2020) Influence of COVID-19 on Manufacturing Industry and Corresponding Countermeasures from Supply Chain Perspective. Journal of Shanghai Jiaotong University (science) 25(4):409–416. https://doi.org/10.1007/s12204-020-2206-z

Carletti E, Oliviero T, Pagano M, Pelizzon L, Subrahmanyam MG (2020) The COVID-19 Shock and Equity Shortfall: Firm-Level Evidence from Italy. The Review of Corporate Finance Studies 9(3):534–568. https://doi.org/10.1093/rcfs/cfaa014

Chamola V, Hassija V, Gupta V, Guizani M (2020) A Comprehensive Review of the COVID-19 Pandemic and the Role of IoT, Drones, AI, Blockchain, and 5G in Managing Its Impact. IEEE Access 8:90225–90265. https://doi.org/10.1109/ACCESS.2020.2992341

Chen Z, Cao Y (2020) How 3D Printing Subverts Global Production Networks after COVID-19: Evidence from a Labor-Intensive Industry. Edited by Adrian Petrusel. Discret Dyn Nat Soc 2020(October):1–10. https://doi.org/10.1155/2020/8869362

Choi T-M (2021) Fighting against COVID-19: What Operations Research Can Help and the Sense-and-Respond Framework. Annals of Operations Research, March. https://doi.org/10.1007/s10479-021-03973-w

Chopra S, Sodhi MM, Lücker F (2021) Achieving Supply Chain Efficiency and Resilience by Using Multi‐level Commons. Decis Sci deci.12526. https://doi.org/10.1111/deci.12526

Chowdhury Md, Tarek AS, Saha PK, Anik RH (2020) Enhancing Supply Resilience in the COVID-19 Pandemic: A Case Study on Beauty and Personal Care Retailers. Modern Supply Chain Research and Applications 2(3):143–159. https://doi.org/10.1108/MSCRA-07-2020-0018

Chowdhury P, Paul SK, Kaisar S, Abdul Moktadir Md (2021) COVID-19 Pandemic Related Supply Chain Studies: A Systematic Review. Transportation Research Part e: Logistics and Transportation Review 148(April):102271. https://doi.org/10.1016/j.tre.2021.102271

Devakumar D, Shannon G, Bhopal SS, Abubakar I (2020) Racism and Discrimination in COVID-19 Responses. The Lancet 395(10231):1194. https://doi.org/10.1016/S0140-6736(20)30792-3

Diaz-Elsayed N, Morris KC, Schoop J (2020) Realizing Environmentally Conscious Manufacturing in the Post–COVID-19 Era. Smart and Sustainable Manufacturing Systems 4(3):20200052. https://doi.org/10.1520/SSMS20200052

Dolgui A, Ivanov D (2021) 5G in Digital Supply Chain and Operations Management: Fostering Flexibility, End-to-End Connectivity and Real-Time Visibility through Internet-of-Everything. Int J Prod Res. https://doi.org/10.1080/00207543.2021.2002969

Dolgui A, Ivanov D, Sokolov B (2020) Reconfigurable Supply Chain: The X-Network. Int J Prod Res 58(13). Taylor & Francis:4138–63. https://doi.org/10.1080/00207543.2020.1774679

Dubey R, Gunasekaran A, Childe SJ, Bryde DJ, Giannakis M, Foropon C, Roubaud D, Hazen BT (2020a) Big Data Analytics and Artificial Intelligence Pathway to Operational Performance under the Effects of Entrepreneurial Orientation and Environmental Dynamism: A Study of Manufacturing Organisations. Int J Prod Econ 226(August):107599. https://doi.org/10.1016/j.ijpe.2019.107599

Dubey R, Bryde DJ, Blome C, Roubaud D, Giannakis M (2021a) Facilitating Artificial Intelligence Powered Supply Chain Analytics through Alliance Management during the Pandemic Crises in the B2B Context. Ind Mark Manage 96(July):135–146. https://doi.org/10.1016/j.indmarman.2021.05.003

Dubey R, Bryde DJ, Foropon C, Tiwari M, Gunasekaran A (2021b) How Frugal Innovation Shape Global Sustainable Supply Chains during the Pandemic Crisis: Lessons from the COVID-19. Supply Chain Management: An International Journal ahead-of-print (ahead-of-print). Emerald Publishing Limited. https://doi.org/10.1108/SCM-02-2021-0071

Dubey R, Gunasekaran A, Childe SJ, Papadopoulos T, Luo Z, Roubaud D (2020b) Upstream Supply Chain Visibility and Complexity Effect on Focal Company’s Sustainable Performance: Indian Manufacturers. Perspective’ Annals of Operations Research 290(1):343–367. https://doi.org/10.1007/s10479-017-2544-x

Dwivedi YK, Laurie Hughes D, Coombs C, Constantiou I, Duan Y, Edwards JS, Gupta B et al (2020) Impact of COVID-19 Pandemic on Information Management Research and Practice: Transforming Education, Work and Life. Int J Inf Manage 55(December):102211. https://doi.org/10.1016/j.ijinfomgt.2020.102211

Eloranta V, Ardolino M, Saccani N (2021) A Complexity Management Approach to Servitization: The Role of Digital Platforms. Int J Oper Prod Manag (In press)

FAO (2020) COVID-19 and Smallholder Producers Access to Markets. http://www.fao.org/family-farming/detail/en/c/1272443/

Farooq MU, Hussain A, Masood T, Habib MS (2021) Supply Chain Operations Management in Pandemics: A State-of-the-Art Review Inspired by COVID-19. Sustainability 13(5):2504. https://doi.org/10.3390/su13052504

Frazzon EM, Freitag M, Ivanov D (2021) Intelligent Methods and Systems for Decision-Making Support: Toward Digital Supply Chain Twins. Int J Inf Manage 57(April):102281. https://doi.org/10.1016/j.ijinfomgt.2020.102281

Garlick C, McMillan M, Peterson R, Scheuermann S, Awwad M (2020) Case Study Review of the Effects of COVID-19 on the Supply Chain of Manufacturing Companies in California 10

Ghadge A, Er M, Ivanov D, Chaudhuri A (2021) Visualisation of ripple effect in supply chains under long-term, simultaneous disruptions: A System Dynamics approach. Int J Prod Res. https://doi.org/10.1080/00207543.2021.1987547

de Giorgio A, Maffei A, Onori M, Wang L (2021) Towards Online Reinforced Learning of Assembly Sequence Planning with Interactive Guidance Systems for Industry 4.0 Adaptive Manufacturing. J Manuf Syst 60(July):22–34. https://doi.org/10.1016/j.jmsy.2021.05.001

Gupta N, Tomar A, Kumar V (2020) The Effect of COVID-19 Lockdown on the Air Environment in India. Global Journal of Environmental Science and Management 6 (Special Issue (Covid-19)). https://doi.org/10.22034/GJESM.2019.06.SI.04

Haapala KR, Kim K-Y, Okudan GE, Kremer RK, Shilkrot R, Sciammarella FM (2020) An Open Online Product Marketplace to Overcome Supply and Demand Chain Inefficiencies in Times of Crisis. Smart and Sustainable Manufacturing Systems 4(3):20200055. https://doi.org/10.1520/SSMS20200055

Haren P, Simchi-Levi D (2020) How Coronavirus Could Impact the Global Supply Chain by Mid-March. Harvard Business Review. https://hbr.org/2020/02/how-coronavirus-could-impact-the-global-supply-chain-by-mid-march

Harris Jl, Sunley P, Evenhuis E, Martin R, Pike A, Harris R (2020) The Covid-19 Crisis and Manufacturing: How Should National and Local Industrial Strategies Respond? Local Economy: the Journal of the Local Economy Policy Unit 35(4):403–415. https://doi.org/10.1177/0269094220953528

Hilmola O-P, Lähdeaho O, Henttu V, Hilletofth P (2020) Covid-19 Pandemic: Early Implications for North European Manufacturing and Logistics. Sustainability 12(20):8315. https://doi.org/10.3390/su12208315

Hosseini S, Ivanov D (2021) A Multi-Layer Bayesian Network Method for Supply Chain Disruption Modelling in the Wake of the COVID-19 Pandemic. Int J Prod Res. https://doi.org/10.1080/00207543.2021.1953180

Ibn-Mohammed T, Mustapha KB, Godsell J, Adamu Z, Babatunde KA, Akintade DD, Acquaye A et al (2021) A Critical Analysis of the Impacts of COVID-19 on the Global Economy and Ecosystems and Opportunities for Circular Economy Strategies. Resour Conserv Recycl 164(January):105169. https://doi.org/10.1016/j.resconrec.2020.105169

Ivanov D (2020a) 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 136(April):101922. https://doi.org/10.1016/j.tre.2020.101922

Ivanov D (2020b) Viable Supply Chain Model: Integrating Agility, Resilience and Sustainability Perspectives—Lessons from and Thinking beyond the COVID-19 Pandemic. Annals of Operations Research, May. https://doi.org/10.1007/s10479-020-03640-6

Ivanov D (2021a) Introduction to Supply Chain Resilience: Management, Modelling, Technology, 1st edn. Business. Springer International Publishing, Classroom Companion

Ivanov D (2021b) Supply Chain Viability and the COVID-19 Pandemic: A Conceptual and Formal Generalisation of Four Major Adaptation Strategies. Int J Prod Res 59(12). Taylor & Francis: 3535–52. https://doi.org/10.1080/00207543.2021.1890852

Ivanov D (2021c) Digital supply chain management and technology to enhance resilience by building and using end-to-end visibility during the COVID-19 pandemic. IEEE Trans Eng Manage. https://doi.org/10.1109/TEM.2021.3095193

Ivanov D (2021d) Exiting the COVID-19 Pandemic: After-Shock Risks and Avoidance of Disruption Tails in Supply Chains. Ann Oper Res. https://doi.org/10.1007/s10479-021-04047-7

Ivanov D, Blackhurst J, Das A (2021a) Supply Chain Resilience and Its Interplay with Digital Technologies: Making Innovations Work in Emergency Situations’. Int J Phys Distrib Logist Manag 51(2). Emerald Publishing Limited: 97–103. https://doi.org/10.1108/IJPDLM-03-2021-409

Ivanov D, Dolgui A (2020a) Viability of Intertwined Supply Networks: Extending the Supply Chain Resilience Angles towards Survivability. A Position Paper Motivated by COVID-19 Outbreak. Int J Prod Res 58(10). Taylor & Francis: 2904–15. https://doi.org/10.1080/00207543.2020.1750727

Ivanov D, Dolgui A (2020b) A Digital Supply Chain Twin for Managing the Disruption Risks and Resilience in the Era of Industry 4.0. Prod Plan Control 32(9):775–788. https://doi.org/10.1080/09537287.2020.1768450

Ivanov D, Dolgui A (2021) OR-Methods for Coping with the Ripple Effect in Supply Chains during COVID-19 Pandemic: Managerial Insights and Research Implications. Int J Prod Econ 232(February):107921. https://doi.org/10.1016/j.ijpe.2020.107921

Ivanov D, Tang, CS, Dolgui A, Battini D, Das A (2021b) Researchers Perspectives on Industry 4.0: Multi-Disciplinary Analysis and Opportunities for Operations Management. Int J Prod Res 59(7). Taylor & Francis: 2055–78. https://doi.org/10.1080/00207543.2020.1798035

Jiang X (2020) Digital Economy in the Post-Pandemic Era. J Chin Econ Busi Stud 18(4). Routledge: 333–39. https://doi.org/10.1080/14765284.2020.1855066

Jones MD, Hutcheson S, Camba JD (2021) Past, Present, and Future Barriers to Digital Transformation in Manufacturing: A Review. J Manuf Syst S0278612521000613. https://doi.org/10.1016/j.jmsy.2021.03.006

Jribi S, Ismail HB, Doggui D, Debbabi H (2020) COVID-19 Virus Outbreak Lockdown: What Impacts on Household Food Wastage? Environ Dev Sustain 22(5):3939–3955. https://doi.org/10.1007/s10668-020-00740-y

Juergensen J, Guimón J, Narula R (2020) European SMEs amidst the COVID-19 Crisis: Assessing Impact and Policy Responses. Journal of Industrial and Business Economics 47(3):499–510. https://doi.org/10.1007/s40812-020-00169-4

Kamal MM (2020) The Triple-Edged Sword of COVID-19: Understanding the Use of Digital Technologies and the Impact of Productive, Disruptive, and Destructive Nature of the Pandemic. Inf Syst Manag 37(4). Taylor & Francis: 310–17. https://doi.org/10.1080/10580530.2020.1820634

Kanda W, Kivimaa P (2020) What Opportunities Could the COVID-19 Outbreak Offer for Sustainability Transitions Research on Electricity and Mobility? Energy Res Soc Sci 68(October):101666. https://doi.org/10.1016/j.erss.2020.101666

Kraemer MUG, Yang CH, Gutierrez B, Wu CH, Klein B, Pigott DM, Open COVID-19 Data Working Group† et al (2020) The Effect of Human Mobility and Control Measures on the COVID-19 Epidemic in China. Science 368(6490):493–97. https://doi.org/10.1126/science.abb4218

Kumar P, Kumar Singh R (2021) Strategic Framework for Developing Resilience in Agri-Food Supply Chains during COVID 19 Pandemic. Int J Log Res Appl 1–24. https://doi.org/10.1080/13675567.2021.1908524

Kurita J, Limousin M, Ferreira N, Ozuna J (2020) CFD Analysis on Air Ventilation at a Manufacturing Plant as a Tool for Designing Machine Layout, a Case Study 8

Liu K, Wang H, Liu H, Nie S, Haishun Du, Si C (2020) COVID-19: Challenges and Perspectives for the Pulp and Paper Industry Worldwide. BioResources 15(3):4638–4641. https://doi.org/10.15376/biores.15.3.4638-4641

Liu W, Beltagui A, Ye S (2021) Accelerated Innovation through Repurposing: Exaptation of Design and Manufacturing in Response to COVID‐19. R&D Manag radm.12460. https://doi.org/10.1111/radm.12460

Malik AA, Masood T, Kousar R (2020) Reconfiguring and Ramping-up Ventilator Production in the Face of COVID-19: Can Robots Help? J Manuf Syst S0278612520301680. https://doi.org/10.1016/j.jmsy.2020.09.008

Meenakshi K, Neha G (2020) The Impact of Pandemic COVID -19 in Workplace. European Journal of Business and Management, May. https://doi.org/10.7176/EJBM/12-15-02

Moher D, Liberati A, Tetzlaff J, Altman DG, PRISMA Group (2009) Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement. PLoS Med 6(7). Public Library of Science: e1000097–e1000097. https://doi.org/10.1371/journal.pmed.1000097

Monostori L, Váncza J (2020) Lessons Learned from the COVID-19 Pandemic and Their Possible Consequences on Manufacturing. Smart and Sustainable Manufacturing Systems 4(3):20200063. https://doi.org/10.1520/SSMS20200063

Moon JH, Choe Y, Song HJ (2021) Determinants of Consumers Online/Offline Shopping Behaviours during the COVID-19 Pandemic. Int J Environ Res Public Health 18(4). MDPI: 1593. https://doi.org/10.3390/ijerph18041593

Moutray C (2020) In Recovery Mode: Manufacturers Try to Bounce Back after COVID-19 Disruptions. Bus Econ 55(4):240–252. https://doi.org/10.1057/s11369-020-00185-1

Niewiadomski P (2020) CORPORATE MATURITY DESIDERATA IN THE FACE OF THE COVID-19 PANDEMIC – THE DIGITAL PLANE OF LOGISTICS MICROFOUNDATIONS. LogForum 503–19

Obradović T, Vlačić B, Dabić M (2021) Open Innovation in the Manufacturing Industry: A Review and Research Agenda. Technovation 102(April):102221. https://doi.org/10.1016/j.technovation.2021.102221

Okorie O, Subramoniam R, Charnley F, Patsavellas J, Widdifield D, Salonitis K (2020) Manufacturing in the Time of COVID-19: An Assessment of Barriers and Enablers. IEEE Eng Manage Rev 48(3):167–175. https://doi.org/10.1109/EMR.2020.3012112

Omary MB, Jeetendra Eswaraka S, Kimball D, Moghe PV, Panettieri RA, Scotto KW (2020) The COVID-19 Pandemic and Research Shutdown: Staying Safe and Productive. J Clin Investig 130(6):2745–2748. https://doi.org/10.1172/JCI138646

Patel P, Gohil P (2020) Role of Additive Manufacturing in Medical Application COVID-19 Scenario: India Case Study. J Manuf Syst S027861252030193X. https://doi.org/10.1016/j.jmsy.2020.11.006

Paul SK, Chowdhury P (2020) Strategies for Managing the Impacts of Disruptions During COVID-19: An Example of Toilet Paper. Glob J Flex Syst Manag 21(3):283–293. https://doi.org/10.1007/s40171-020-00248-4

Petrudi SH, Hashemi HB, Ahmadi AR, Liou JJH (2021) Assessing Suppliers Considering Social Sustainability Innovation Factors during COVID-19 Disaster. Sustainable Production and Consumption 27(July):1869–1881. https://doi.org/10.1016/j.spc.2021.04.026

Petticrew M, Roberts H (2006) Systematic Reviews in the Social Sciences: A Practical Guide. Systematic Reviews in the Social Sciences: A Practical Guide Malden: Blackwell Publishing. https://doi.org/10.1002/9780470754887

Priyono A, Moin A, Putri VNAO (2020) Identifying Digital Transformation Paths in the Business Model of SMEs during the COVID-19 Pandemic. Journal of Open Innovation: Technology, Market, and Complexity 6(4):104. https://doi.org/10.3390/joitmc6040104

Queiroz MM, Ivanov D, Dolgui A, Wamba SF (2020) Impacts of Epidemic Outbreaks on Supply Chains: Mapping a Research Agenda amid the COVID-19 Pandemic through a Structured Literature Review. Annals of Operations Research, June. https://doi.org/10.1007/s10479-020-03685-7

Rahman NA, Abdul SA, Rahim, and Fauzi Ahmad. (2020) EXPLORING COVID-19 PANDEMIC: ITS IMPACT TO GLOBAL AVIATION INDUSTRY AND THE KEY STRATEGY. International Journal of Advanced Science and Technology 29(6):8

Rajesh R (2020) Flexible Business Strategies to Enhance Resilience in Manufacturing Supply Chains: An Empirical Study. J Manuf Syst S0278612520301795. https://doi.org/10.1016/j.jmsy.2020.10.010

Rapaccini M, Saccani N, Kowalkowski C, Paiola M, Adrodegari F (2020) Navigating Disruptive Crises through Service-Led Growth: The Impact of COVID-19 on Italian Manufacturing Firms. Ind Mark Manage 88(July):225–237. https://doi.org/10.1016/j.indmarman.2020.05.017

Remko VH (2020) Research Opportunities for a More Resilient Post-COVID-19 Supply Chain – Closing the Gap between Research Findings and Industry Practice. Int J Oper Prod Manag 40(4):341–355. https://doi.org/10.1108/IJOPM-03-2020-0165

Ruel S, El Baz J, Ivanov D, Das A (2021) Supply Chain Viability: Conceptualization, Measurement, and Nomological Validation. Ann Oper Res. https://doi.org/10.1007/s10479-021-03974-9

Schulte PA, Streit JMK, Sheriff F, Delclos G, Felknor SA, Tamers SL, Fendinger S, Grosch J, Sala R (2020) Potential Scenarios and Hazards in the Work of the Future: A Systematic Review of the Peer-Reviewed and Gray Literatures. Annals of Work Exposures and Health 64(8):786–816. https://doi.org/10.1093/annweh/wxaa051

Seetharaman P (2020) Business Models Shifts: Impact of Covid-19. Int J Inf Manage 54(October):102173. https://doi.org/10.1016/j.ijinfomgt.2020.102173

Sharma A, Adhikary A, Borah SB (2020) Covid-19′s Impact on Supply Chain Decisions: Strategic Insights from NASDAQ 100 Firms Using Twitter Data. J Bus Res 117(September):443–449. https://doi.org/10.1016/j.jbusres.2020.05.035

Shen Y, Guo D, Long F, Mateos LA, Ding H, Xiu Z, Hellman RB et al (2021) Robots Under COVID-19 Pandemic: A Comprehensive Survey. IEEE Access 9:1590–1615. https://doi.org/10.1109/ACCESS.2020.3045792

Sheth J (2020) Impact of Covid-19 on Consumer Behavior: Will the Old Habits Return or Die? J Bus Res 117(September):280–283. https://doi.org/10.1016/j.jbusres.2020.05.059

Shokrani A, Loukaides EG, Elias E, Lunt AJG (2020) Exploration of Alternative Supply Chains and Distributed Manufacturing in Response to COVID-19; a Case Study of Medical Face Shields. Mater Des 192(July):108749. https://doi.org/10.1016/j.matdes.2020.108749

Singh S, Kumar R, Panchal R, Kumar Tiwari M (2020a) Impact of COVID-19 on Logistics Systems and Disruptions in Food Supply Chain. Int J Prod Res 1–16. https://doi.org/10.1080/00207543.2020.1792000

Singh S, Prakash C, Ramakrishna S (2020b) Three-Dimensional Printing in the Fight against Novel Virus COVID-19: Technology Helping Society during an Infectious Disease Pandemic. Technol Soc 62(August):101305. https://doi.org/10.1016/j.techsoc.2020.101305

Sjoberg K (2020) Automotive Industry Faces Challenges [Connected and Autonomous Vehicles]. IEEE Veh Technol Mag 15(3):109–112. https://doi.org/10.1109/MVT.2020.3005604

Spieske A, Birkel H (2021) Improving Supply Chain Resilience through Industry 4.0: A Systematic Literature Review under the Impressions of the COVID-19 Pandemic. Comput Ind Eng 158(August):107452. https://doi.org/10.1016/j.cie.2021.107452

Tang C-H, Chin C-Y, Lee Y-H (2021) Coronavirus Disease Outbreak and Supply Chain Disruption: Evidence from Taiwanese Firms in China. Res Int Bus Financ 56(April):101355. https://doi.org/10.1016/j.ribaf.2020.101355

Taqi HM, Muhtasim HN, Ahmed SP, Garshasbi M, Ali SM, Kabir G, Paul SK (2020) Strategies to Manage the Impacts of the COVID-19 Pandemic in the Supply Chain: Implications for Improving Economic and Social Sustainability. Sustainability 12(22):9483. https://doi.org/10.3390/su12229483

Telukdarie A, Munsamy M, Mohlala P (2020) Analysis of the Impact of COVID-19 on the Food and Beverages Manufacturing Sector. Sustainability 12(22):9331. https://doi.org/10.3390/su12229331

Thunström L, Newbold SC, Finnoff D, Ashworth M, Shogren JF (2020) The Benefits and Costs of Using Social Distancing to Flatten the Curve for COVID-19. Journal of Benefit-Cost Analysis 11(2):179–195. https://doi.org/10.1017/bca.2020.12

Toquero CM (2020) Challenges and Opportunities for Higher Education amid the COVID-19 Pandemic: The Philippine Context. Pedagogical Research 5(4):em0063. https://doi.org/10.29333/pr/7947

Wang B, Liu Y, Qian J, Parker SK (2020) Achieving Effective Remote Working During the COVID-19 Pandemic: A Work Design Perspective 44

Wang XV, Wang L (2021) A Literature Survey of the Robotic Technologies during the COVID-19 Pandemic. J Manuf Syst S0278612521000339. https://doi.org/10.1016/j.jmsy.2021.02.005

Weersink A, Massow M, McDougall B (2020) Economic Thoughts on the Potential Implications of COVID-19 on the Canadian Dairy and Poultry Sectors. Canadian Journal of Agricultural Economics/revue Canadienne D’agroeconomie 68(2):195–200. https://doi.org/10.1111/cjag.12240

Xu Z, Elomri A, Kerbache L, El Omri A (2020) Impacts of COVID-19 on Global Supply Chains: Facts and Perspectives. IEEE Eng Manage Rev 48(3):153–166. https://doi.org/10.1109/EMR.2020.3018420

Younis HA, Mohamed ASA, Jamaludin R, Wahab MNA (2021) Survey of Robotics in Education, Taxonomy, Applications, and Platforms during COVID-9. Computers, Materials & Continua 67(1):687–707. https://doi.org/10.32604/cmc.2021.013746

Zheng T, Ardolino M, Bacchetti A, Perona M (2021) The Applications of Industry 4.0 Technologies in Manufacturing Context: A Systematic Literature Review. Int J Prod Res 59(6). Taylor & Francis: 1922–54. https://doi.org/10.1080/00207543.2020.1824085

Zhu G, Chou MC, Tsai CW (2020) Lessons Learned from the COVID-19 Pandemic Exposing the Shortcomings of Current Supply Chain Operations: A Long-Term Prescriptive Offering. Sustainability 12(14):5858. https://doi.org/10.3390/su12145858