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OR-methods for coping with the ripple effect in supply chains during COVID-19 pandemic: Managerial insights and research implications

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  1. Brusset, Xavier & Ivanov, Dmitry & Jebali, Aida & La Torre, Davide & Repetto, Marco, 2023. "A dynamic approach to supply chain reconfiguration and ripple effect analysis in an epidemic," International Journal of Production Economics, Elsevier, vol. 263(C).
  2. Salomée Ruel & Jamal El Baz & Dmitry Ivanov & Ajay Das, 2024. "Supply chain viability: conceptualization, measurement, and nomological validation," Annals of Operations Research, Springer, vol. 335(3), pages 1107-1136, April.
  3. Seyyed-Mahdi Hosseini-Motlagh & Mohammad Reza Ghatreh Samani & Behnam Karimi, 2023. "Resilient and social health service network design to reduce the effect of COVID-19 outbreak," Annals of Operations Research, Springer, vol. 328(1), pages 903-975, September.
  4. Mohammadi, Mehrdad & Dehghan, Milad & Pirayesh, Amir & Dolgui, Alexandre, 2022. "Bi‐objective optimization of a stochastic resilient vaccine distribution network in the context of the COVID‐19 pandemic," Omega, Elsevier, vol. 113(C).
  5. Sourabh D. Kulkarni & S. G. Deshmukh & Vivek V. Khanzode & Anabela C. Alves, 2021. "Unifying Efforts to Rebound Operational Excellence and Export Competitiveness," International Journal of Global Business and Competitiveness, Springer, vol. 16(1), pages 1-15, December.
  6. Marco Ardolino & Andrea Bacchetti & Dmitry Ivanov, 2022. "Analysis of the COVID-19 pandemic’s impacts on manufacturing: a systematic literature review and future research agenda," Operations Management Research, Springer, vol. 15(1), pages 551-566, June.
  7. Ha, Le Thanh, 2022. "Storm after the Gloomy days: Influences of COVID-19 pandemic on volatility of the energy market," Resources Policy, Elsevier, vol. 79(C).
  8. Giménez, Víctor & Prior, Diego & Thieme, Claudio & Tortosa-Ausina, Emili, 2024. "International comparisons of COVID-19 pandemic management: What can be learned from activity analysis techniques?," Omega, Elsevier, vol. 122(C).
  9. Koppiahraj Karuppiah & Bathrinath Sankaranarayanan & Syed Mithun Ali, 2022. "Modeling Impacts of COVID-19 in Supply Chain Activities: A Grey-DEMATEL Approach," Sustainability, MDPI, vol. 14(21), pages 1-21, October.
  10. Anna Trunk & Hendrik Birkel, 2022. "No Resilience Without Partners: A Case Study on German Small and Medium-Sized Enterprises in the Context of COVID-19," Schmalenbach Journal of Business Research, Springer, vol. 74(4), pages 537-574, December.
  11. Rozhkov, Maxim & Ivanov, Dmitry & Blackhurst, Jennifer & Nair, Anand, 2022. "Adapting supply chain operations in anticipation of and during the COVID-19 pandemic," Omega, Elsevier, vol. 110(C).
  12. Chervenkova, Tanya & Ivanov, Dmitry, 2023. "Adaptation strategies for building supply chain viability: A case study analysis of the global automotive industry re-purposing during the COVID-19 pandemic," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 177(C).
  13. Pravin Kumar & Rajesh Kumar Singh & Azar Shahgholian, 2024. "Learnings from COVID-19 for managing humanitarian supply chains: systematic literature review and future research directions," Annals of Operations Research, Springer, vol. 335(3), pages 899-935, April.
  14. Minh-Tai Le & Nhat-Luong Nhieu, 2022. "A Novel Multi-Criteria Assessment Approach for Post-COVID-19 Production Strategies in Vietnam Manufacturing Industry: OPA–Fuzzy EDAS Model," Sustainability, MDPI, vol. 14(8), pages 1-25, April.
  15. Ying Gao & Jianteng Xu & Huixin Xu, 2021. "A Flexible Cap-and-Trade Policy and Limited Demand Information Effects on a Sustainable Supply Chain," Sustainability, MDPI, vol. 13(19), pages 1-23, September.
  16. Mamta Mishra & Surya Prakash Singh & Manmohan Prasad Gupta, 2024. "Two phase algorithm for bi-objective relief distribution location problem," Annals of Operations Research, Springer, vol. 335(3), pages 1363-1399, April.
  17. Chen, Daqiang & Sun, Danzhi & Yin, Yunqiang & Dhamotharan, Lalitha & Kumar, Ajay & Guo, Yihan, 2022. "The resilience of logistics network against node failures," International Journal of Production Economics, Elsevier, vol. 244(C).
  18. He, Bo & Mirchandani, Prakash & Shen, Qichao & Yang, Guang, 2021. "How should local Brick-and-Mortar retailers offer delivery service in a pandemic World? Self-building Vs. O2O platform," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 154(C).
  19. Salarpour, Mojtaba & Nagurney, Anna, 2021. "A multicountry, multicommodity stochastic game theory network model of competition for medical supplies inspired by the Covid-19 pandemic," International Journal of Production Economics, Elsevier, vol. 236(C).
  20. Ramani, Vinay & Ghosh, Debabrata & Sodhi, ManMohan S., 2022. "Understanding systemic disruption from the Covid-19-induced semiconductor shortage for the auto industry," Omega, Elsevier, vol. 113(C).
  21. Dastgoshade, Sohaib & Shafiee, Mohammad & Klibi, Walid & Shishebori, Davood, 2022. "Social equity-based distribution networks design for the COVID-19 vaccine," International Journal of Production Economics, Elsevier, vol. 250(C).
  22. Ivanov, Dmitry, 2023. "Intelligent digital twin (iDT) for supply chain stress-testing, resilience, and viability," International Journal of Production Economics, Elsevier, vol. 263(C).
  23. (Ryan) Choi, Ji-Hung & Yoon, Jiho & Song, Ju Myung, 2023. "Adaptive R&D contract for urgently needed drugs: Lessons from COVID-19 vaccine development," Omega, Elsevier, vol. 114(C).
  24. Rinaldi, Marta & Bottani, Eleonora, 2023. "How did COVID-19 affect logistics and supply chain processes? Immediate, short and medium-term evidence from some industrial fields of Italy," International Journal of Production Economics, Elsevier, vol. 262(C).
  25. Gao, Di & Fan, Yanmei & Zhou, Jing, 2025. "Managing financial investments in supply chain networks: The roles of network power and control," International Journal of Production Economics, Elsevier, vol. 280(C).
  26. Dirzka, Christopher & Acciaro, Michele, 2022. "Global shipping network dynamics during the COVID-19 pandemic's initial phases," Journal of Transport Geography, Elsevier, vol. 99(C).
  27. Gast, Johannes & Kirkach, Evelina & Ivanov, Dmitry, 2022. "Structured literature review of transport networks and Supply Chain Resilience," Chapters from the Proceedings of the Hamburg International Conference of Logistics (HICL), in: Kersten, Wolfgang & Jahn, Carlos & Blecker, Thorsten & Ringle, Christian M. (ed.), Changing Tides: The New Role of Resilience and Sustainability in Logistics and Supply Chain Management – Innovative Approaches for the Shift to a New , volume 33, pages 469-496, Hamburg University of Technology (TUHH), Institute of Business Logistics and General Management.
  28. Huini Zhou & Guo Li & Yong Tan & Xu Guan, 2025. "Dynamic investment in online advertising of multi-oligopoly competitive enterprises with spillover effect," Annals of Operations Research, Springer, vol. 344(2), pages 1057-1099, January.
  29. Ardekani, Zahra Fozouni & Sobhani, Seyed Mohammad Javad & Barbosa, Marcelo Werneck & de Sousa, Paulo Renato, 2023. "Transition to a sustainable food supply chain during disruptions: A study on the Brazilian food companies in the Covid-19 era," International Journal of Production Economics, Elsevier, vol. 257(C).
  30. Scarpin, Marcia Regina Santiago & Scarpin, Jorge Eduardo & Krespi Musial, Nayane Thais & Nakamura, Wilson Toshiro, 2022. "The implications of COVID-19: Bullwhip and ripple effects in global supply chains," International Journal of Production Economics, Elsevier, vol. 251(C).
  31. Sarin Raju & T. M. Rofin & S. Pavan Kumar, 2024. "Pricing decisions during panic buying and its effect on a dual-channel supply chain under different channel power structures," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 23(2), pages 83-95, April.
  32. Aldrighetti, Riccardo & Battini, Daria & Ivanov, Dmitry, 2023. "Efficient resilience portfolio design in the supply chain with consideration of preparedness and recovery investments," Omega, Elsevier, vol. 117(C).
  33. Juliet Orji, Ifeyinwa & Ojadi, Frank & Kalu Okwara, Ukoha, 2022. "The nexus between e-commerce adoption in a health pandemic and firm performance: The role of pandemic response strategies," Journal of Business Research, Elsevier, vol. 145(C), pages 616-635.
  34. Mu, Dong & Ren, Huanyu & Wang, Chao & Yue, Xiongping & Du, Jianbang & Ghadimi, Pezhman, 2023. "Structural characteristics and disruption ripple effect in a meso-level electric vehicle Lithium-ion battery supply chain network," Resources Policy, Elsevier, vol. 80(C).
  35. Alikhani, Reza & Ranjbar, Amirhossein & Jamali, Amir & Torabi, S. Ali & Zobel, Christopher W., 2023. "Towards increasing synergistic effects of resilience strategies in supply chain network design," Omega, Elsevier, vol. 116(C).
  36. Tiwari, Manisha & Bryde, David J. & Stavropoulou, Foteini & Dubey, Rameshwar & Kumari, Sushma & Foropon, Cyril, 2024. "Modelling supply chain Visibility, digital Technologies, environmental dynamism and healthcare supply chain Resilience: An organisation information processing theory perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).
  37. Chih-Hung Hsu & Ming-Ge Li & Ting-Yi Zhang & An-Yuan Chang & Shu-Zhen Shangguan & Wan-Ling Liu, 2022. "Deploying Big Data Enablers to Strengthen Supply Chain Resilience to Mitigate Sustainable Risks Based on Integrated HOQ-MCDM Framework," Mathematics, MDPI, vol. 10(8), pages 1-35, April.
  38. Huang, Hongfu & He, Yong & Li, Dong & Li, Shanshan, 2023. "Competing multinationals’ backshoring decisions: Tax arbitrage versus production reliability tradeoff," European Journal of Operational Research, Elsevier, vol. 311(2), pages 515-532.
  39. Ming Liu & Hao Tang & Yunfeng Wang & Ruixi Li & Yi Liu & Xin Liu & Yaqian Wang & Yiyang Wu & Yu Wu & Zhijun Sun, 2023. "Enhancing Food Supply Chain in Green Logistics with Multi-Level Processing Strategy under Disruptions," Sustainability, MDPI, vol. 15(2), pages 1-21, January.
  40. Li, Dong & Dong, Chuanwen, 2022. "Government regulations to mitigate the shortage of life-saving goods in the face of a pandemic," European Journal of Operational Research, Elsevier, vol. 301(3), pages 942-955.
  41. Alam, Shahriar Tanvir & Ahmed, Sayem & Ali, Syed Mithun & Sarker, Sudipa & Kabir, Golam & ul-Islam, Asif, 2021. "Challenges to COVID-19 vaccine supply chain: Implications for sustainable development goals," International Journal of Production Economics, Elsevier, vol. 239(C).
  42. Hu, Man & Liu, Xue-Xin & Jia, Fu, 2024. "Optimal Emergency Order Policy for Supply Disruptions in the Semiconductor Industry," International Journal of Production Economics, Elsevier, vol. 272(C).
  43. Queiroz, Maciel M. & Fosso Wamba, Samuel & Chiappetta Jabbour, Charbel Jose & Machado, Marcio C., 2022. "Supply chain resilience in the UK during the coronavirus pandemic: A resource orchestration perspective," International Journal of Production Economics, Elsevier, vol. 245(C).
  44. Qining Deng & K. Noorliza, 2023. "Integration, Resilience, and Innovation Capability Enhance LSPs’ Operational Performance," Sustainability, MDPI, vol. 15(2), pages 1-22, January.
  45. Agata Jaroń & Anna Borucka & Rafał Parczewski, 2022. "Analysis of the Impact of the COVID-19 Pandemic on the Value of CO 2 Emissions from Electricity Generation," Energies, MDPI, vol. 15(13), pages 1-15, June.
  46. Ivanov, Dmitry, 2024. "Cash flow dynamics in the supply chain during and after disruptions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 185(C).
  47. Zhimei Lei & Li Cui & Jing Tang & Lujie Chen & Bingbing Liu, 2024. "Supply chain resilience in the context of I4.0 and I5.0 from a multilayer network ripple effect perspective," Annals of Operations Research, Springer, vol. 342(2), pages 1149-1192, November.
  48. Bodendorf, Frank & Sauter, Maximilian & Franke, Jörg, 2023. "A mixed methods approach to analyze and predict supply disruptions by combining causal inference and deep learning," International Journal of Production Economics, Elsevier, vol. 256(C).
  49. Dmitry Ivanov, 2024. "Exiting the COVID-19 pandemic: after-shock risks and avoidance of disruption tails in supply chains," Annals of Operations Research, Springer, vol. 335(3), pages 1627-1644, April.
  50. Jianhua Yang & Yuying Liu & Yajun Jia, 2022. "Influence of Trust Relationships with Suppliers on Manufacturer Resilience in COVID-19 Era," Sustainability, MDPI, vol. 14(15), pages 1-23, July.
  51. Jessica Olivares-Aguila & Alejandro Vital-Soto, 2021. "Supply Chain Resilience Roadmaps for Major Disruptions," Logistics, MDPI, vol. 5(4), pages 1-18, November.
  52. Ruohan Wu, 2023. "Contingent impacts of COVID relief policies under global value chain shortage," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 877-914, October.
  53. Gilani, Hani & Sahebi, Hadi, 2022. "A data-driven robust optimization model by cutting hyperplanes on vaccine access uncertainty in COVID-19 vaccine supply chain," Omega, Elsevier, vol. 110(C).
  54. Beata Milewska, 2022. "The Impact of the COVID-19 Pandemic on Supply Chains in the Example of Polish Clothing Companies in the Context of Sustainable Development," Sustainability, MDPI, vol. 14(3), pages 1-19, February.
  55. Cugno, Monica & Castagnoli, Rebecca & Büchi, Giacomo & Pini, Marco, 2022. "Industry 4.0 and production recovery in the covid era," Technovation, Elsevier, vol. 114(C).
  56. Li, Guo & Xue, Jing & Li, Na & Ivanov, Dmitry, 2022. "Blockchain-supported business model design, supply chain resilience, and firm performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 163(C).
  57. Kahr, Michael, 2022. "Determining locations and layouts for parcel lockers to support supply chain viability at the last mile," Omega, Elsevier, vol. 113(C).
  58. Madhukar Chhimwal & Saurabh Agrawal & Girish Kumar, 2021. "Measuring Circular Supply Chain Risk: A Bayesian Network Methodology," Sustainability, MDPI, vol. 13(15), pages 1-22, July.
  59. Alam, Md Fahim Bin & Tushar, Saifur Rahman & Ahmed, Tazim & Karmaker, Chitra Lekha & Bari, A.B.M. Mainul & de Jesus Pacheco, Diego Augusto & Nayyar, Anand & Islam, Abu Reza Md Towfiqul, 2024. "Analysis of the enablers to deal with the ripple effect in food grain supply chains under disruption: Implications for food security and sustainability," International Journal of Production Economics, Elsevier, vol. 270(C).
  60. Hoang, Anh Tuan & Sandro Nižetić, & Olcer, Aykut I. & Ong, Hwai Chyuan & Chen, Wei-Hsin & Chong, Cheng Tung & Thomas, Sabu & Bandh, Suhaib A. & Nguyen, Xuan Phuong, 2021. "Impacts of COVID-19 pandemic on the global energy system and the shift progress to renewable energy: Opportunities, challenges, and policy implications," Energy Policy, Elsevier, vol. 154(C).
  61. Hu, Hui & Xu, Jiajun & Liu, Mengqi & Lim, Ming K., 2023. "Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning," Journal of Business Research, Elsevier, vol. 156(C).
  62. Liu, Ming & Liu, Zhongzheng & Chu, Feng & Dolgui, Alexandre & Chu, Chengbin & Zheng, Feifeng, 2022. "An optimization approach for multi-echelon supply chain viability with disruption risk minimization," Omega, Elsevier, vol. 112(C).
  63. Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril & Papadopoulos, Thanos, 2023. "Dynamic digital capabilities and supply chain resilience: The role of government effectiveness," International Journal of Production Economics, Elsevier, vol. 258(C).
  64. Kedwadee Sombultawee & Pattama Lenuwat & Natdanai Aleenajitpong & Sakun Boon-itt, 2022. "COVID-19 and Supply Chain Management: A Review with Bibliometric," Sustainability, MDPI, vol. 14(6), pages 1-21, March.
  65. Ivanov, Dmitry & Keskin, Burcu B., 2023. "Post-pandemic adaptation and development of supply chain viability theory," Omega, Elsevier, vol. 116(C).
  66. Balan Sundarakani & Okey Peter Onyia, 2021. "Fast, furious and focused approach to Covid-19 response: an examination of the financial and business resilience of the UAE logistics industry," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 26(4), pages 237-258, December.
  67. Dass, Mayukh & Reshadi, Mehrnoosh & Li, Yuewu, 2023. "An exploration of ripple effects of advertising among major suppliers in a supply chain network," Journal of Business Research, Elsevier, vol. 169(C).
  68. Li, Guo & Liu, Mengqi & Zheng, Hong, 2022. "Subsidization or Diversification? Mitigating Supply Disruption with Manufacturer Information Sharing," Omega, Elsevier, vol. 112(C).
  69. Zeplin Jiwa Husada Tarigan & Hotlan Siagian & Ferry Jie, 2021. "Impact of Internal Integration, Supply Chain Partnership, Supply Chain Agility, and Supply Chain Resilience on Sustainable Advantage," Sustainability, MDPI, vol. 13(10), pages 1-18, May.
  70. Burgos, Diana & Ivanov, Dmitry, 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, Elsevier, vol. 152(C).
  71. Md Maruf Hossan Chowdhury & Priyabrata Chowdhury & Mohammed Quaddus & Kazi Waziur Rahman & Sakib Shahriar, 2024. "Flexibility in Enhancing Supply Chain Resilience: Developing a Resilience Capability Portfolio in the Event of Severe Disruption," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(2), pages 395-417, June.
  72. Francesca Faggioni & Marco Valerio Rossi & Andrea Sestino, 2024. "Conceptualizing Supply Chain Resilience in Exogenous Crisis Times: Toward a Holistic Definition," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 17308-17332, December.
  73. Sandoval, M. Gabriela & Álvarez-Miranda, Eduardo & Pereira, Jordi & Ríos-Mercado, Roger Z. & Díaz, Juan A., 2022. "A novel districting design approach for on-time last-mile delivery: An application on an express postal company," Omega, Elsevier, vol. 113(C).
  74. Aldrighetti, Riccardo & Battini, Daria & Ivanov, Dmitry & Zennaro, Ilenia, 2021. "Costs of resilience and disruptions in supply chain network design models: A review and future research directions," International Journal of Production Economics, Elsevier, vol. 235(C).
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