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The role of big data and predictive analytics in developing a resilient supply chain network in the South African mining industry against extreme weather events

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  1. Gu, Xinbing & Chan, Hing Kai & Thadani, Dimple R. & Chan, Faith Ka Shun & Peng, Yi, 2023. "The role of digital techniques in organisational resilience and performance of logistics firms in response to disruptive events: Flooding as an example," International Journal of Production Economics, Elsevier, vol. 266(C).
  2. Sirui Li & Jing Su & Ying Liu & Xianwei Shi & Jie Wang & Michael D. Lepech, 2024. "Digital retailing practices for triggering physical retailers’ bounce-back and bounce-forward performance against a great shock: evidence from the COVID-19 pandemic," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
  3. Devnaad Singh & Anupam Sharma & Prashant Singh Rana, 2026. "Machine Learning and Digital Twins-enabled Supply Chain Resilience: A Framework for the Indian FMCG Sector," Global Business Review, International Management Institute, vol. 27(1), pages 37-55, February.
  4. Ratema Mpho Gift & Surajit Bag & J. H. C. Pretorius, 2023. "Modeling the Barriers of a Circular Economy for Enhancing Competitiveness: An Interpretive Structural Modeling Approach," International Journal of Global Business and Competitiveness, Springer, vol. 18(2), pages 91-100, December.
  5. Roberta Pellegrino & Barbara Gaudenzi, 2026. "Supply chain resilience as a viable way to cope with disruptions: an empirical analysis of Italian firms," Review of Managerial Science, Springer, vol. 20(5), pages 1459-1489, May.
  6. Surajit Bag & Gautam Srivastava & Anass Cherrafi & Ahad Ali & Rajesh Kumar Singh, 2024. "Data‐driven insights for circular and sustainable food supply chains: An empirical exploration of big data and predictive analytics in enhancing social sustainability performance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 1369-1396, February.
  7. Niri, Anahita Jannesar & Poelzer, Gregory A. & Pettersson, Maria & Rosenkranz, Jan, 2025. "Evaluating battery minerals future supply through production predicting in the context of the green energy transition," Resources Policy, Elsevier, vol. 103(C).
  8. Lin Wu & Zhewei Zhang & Jimmy Huang & I-Hsuan Su & Shuang Tian, 2025. "Digital Technologies and Supply Chain Resilience: A Resource-Action-Performance Perspective," Information Systems Frontiers, Springer, vol. 27(5), pages 2137-2158, October.
  9. Su, Ruixin & Shui, Xiaolong & Zhang, Minhao & Li, Si, 2024. "Too hot to be innovative: Examining the relationship between high temperatures and corporate green innovation," International Journal of Production Economics, Elsevier, vol. 274(C).
  10. Ghafoori, Arman & Gupta, Manjul & Merhi, Mohammad I. & Gupta, Samrat & Shore, Adam P., 2024. "Toward the role of organizational culture in data-driven digital transformation," International Journal of Production Economics, Elsevier, vol. 271(C).
  11. Qi Jiang & Nengmin Wang & Bin Jiang, 2025. "Integrating supply chain disruption orientation and governance for firm’s resilience, how data analytics capabilities matter?," Operations Management Research, Springer, vol. 18(1), pages 164-181, March.
  12. Biyela Siphelele & Rajlal Ashnee & Anos Chitamba, 2025. "The interplay between job security and motivation: evidence from Tronox KZN sands," International Journal of Business Ecosystem & Strategy (2687-2293), Bussecon International Academy, vol. 7(3), pages 173-186, June.
  13. Liang, Chen & Zhu, Minghao & Lee, Peter K.C. & Cheng, T.C.E. & Yeung, Andy C.L., 2024. "Combating extreme weather through operations management: Evidence from a natural experiment in China," International Journal of Production Economics, Elsevier, vol. 267(C).
  14. Chatterjee, Chinmayee & Sindhwani, Rahul & Mangla, Sachin Kumar & Hasteer, Nitasha, 2025. "Digitization of the mining industry: Pathways to sustainability through enabling technologies," Resources Policy, Elsevier, vol. 100(C).
  15. Hosseini Shekarabi, Seyed Ashkan & Kiani Mavi, Reza & Kiani Mavi, Neda & Macau, Flavio Romero & Arisian, Sobhan (Sean), 2025. "A novel robust optimization approach for supply chain resilience: The role of flexibility and collaboration," International Journal of Production Economics, Elsevier, vol. 287(C).
  16. Nikos Kanellos & Marina C. Terzi & Nikolaos T. Giannakopoulos & Panagiotis Karountzos & Damianos P. Sakas, 2024. "The Economic Dynamics of Desktop and Mobile Customer Analytics in Advancing Digital Branding Strategies: Insights from the Agri-Food Industry," Sustainability, MDPI, vol. 16(14), pages 1-28, July.
  17. Cecilia Correggi & Paolo Di Toma & Stefano Ghinoi, 2024. "Rethinking dynamic capabilities in light of sustainability: A bibliometric analysis," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 7990-8016, December.
  18. Hirlekar, Omkar & Kolte, Ashutosh & Vasa, Laszlo, 2025. "Transition in the mining industry with green energy: Economic dynamics in mining demand," Resources Policy, Elsevier, vol. 100(C).
  19. Ziaul Haq Adnan & Kaustov Chakraborty & Surajit Bag & Jy S. Wu, 2025. "Pricing and green investment strategies for electric vehicle supply chain in a competitive market under different channel leadership," Annals of Operations Research, Springer, vol. 355(1), pages 87-122, December.
  20. Munir, Muhammad Adeel & Hussain, Amjad & Farooq, Muhammad & Rehman, Ateekh Ur & Masood, Tariq, 2024. "Building resilient supply chains: Empirical evidence on the contributions of ambidexterity, risk management, and analytics capability," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  21. Oliveira-Dias, Diéssica de & Maqueira-Marin, Juan Manuel & Moyano-Fuentes, José & Carvalho, Helena, 2023. "Implications of using Industry 4.0 base technologies for lean and agile supply chains and performance," International Journal of Production Economics, Elsevier, vol. 262(C).
  22. Xiong, Yangchun & Han, Runyue & Ma, Xiaoxuan & Lam, Hugo K.S. & Lyons, Andrew, 2025. "Mitigating the negative financial effects of extreme weather events through supply chain analytics," International Journal of Production Economics, Elsevier, vol. 279(C).
  23. Dong, Weiwei & Niu, XiaoQin & Nassani, Abdelmohsen A. & Naseem, Imran & Zaman, Khalid, 2024. "E-commerce mineral resource footprints: Investigating drivers for sustainable mining development," Resources Policy, Elsevier, vol. 89(C).
  24. Shu, Wenjun & Fan, Di, 2024. "How do firms perceive and react to extreme weather risk in their supply bases?," International Journal of Production Economics, Elsevier, vol. 268(C).
  25. Mohammad Osman Gani & Fahima Alamgir Mithila, 2026. "Leveraging Digital Twin-driven Flexible Supply Chain Practice in Achieving Supply Chain Resilience and Sustainable Supply Chain Performance," Global Business Review, International Management Institute, vol. 27(1), pages 136-157, February.
  26. Duc Dang Thi Viet & Luan-Thanh Nguyen, 2025. "Unveiling the Impact of Big Data and Predictive Analytics Adoption on Sustainable Supply Chain Management: An Employee-Centric Perspective," SAGE Open, , vol. 15(3), pages 21582440251, August.
  27. Hala Hmamed & Anass Cherrafi & Asmaa Benghabrit & Sunil Tiwari & Pankaj Sharma, 2024. "The adoption of I4.0 technologies for a sustainable and circular supply chain: an industry‐based SEM analysis from the textile sector," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 2949-2968, May.
  28. Surajit Bag & Muhammad Sabbir Rahman, 2024. "Navigating circular economy: Unleashing the potential of political and supply chain analytics skills among top supply chain executives for environmental orientation, regenerative supply chain practices, and supply chain viability," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 504-528, February.
  29. Haidar Abbas & Islam Elbayoumi Salem & Hafiz Wasim Akram & Sajid Abbas, 2025. "Exploring Partial Least Squares Structural Equation Modeling (PLS-SEM) Applications in Supply Chain Research: A Bibliometric Analysis and Science Mapping Approach," SN Operations Research Forum, Springer, vol. 6(4), pages 1-29, December.
  30. Nawaz, Muhammad & Mohy-ud-Din, Kamran & Salman, Syed Muhammad & Din Ahmad, Salah Ud & Bhatti, Muhammad Ishaq, 2025. "Unraveling asymmetric connectedness: Board diversity, green energy and climate change combat: An asymmetry in economic dynamics," The Journal of Economic Asymmetries, Elsevier, vol. 32(C).
  31. Zhan, Sha-lei & Ignatius, Joshua & Ng, Chi To & Chen, Daqiang, 2025. "Supply chain network viability: Managing disruption risk via dynamic data and interaction models," Omega, Elsevier, vol. 134(C).
  32. Song, Malin & Wang, Jianlin & Zhao, Jiajia, 2023. "Effects of rising and extreme temperatures on production factor efficiency: Evidence from China's cities," International Journal of Production Economics, Elsevier, vol. 260(C).
  33. Ali, Imran & Arslan, Ahmad & Tarba, Shlomo & Mainela, Tuija, 2023. "Supply chain resilience to climate change inflicted extreme events in agri-food industry: The role of social capital and network complexity," International Journal of Production Economics, Elsevier, vol. 264(C).
  34. Nikookar, Ethan & Gligor, David & Russo, Ivan, 2024. "Supply chain resilience: When the recipe is more important than the ingredients for managing supply chain disruptions," International Journal of Production Economics, Elsevier, vol. 272(C).
  35. Awlad Hosen Sagar & Laura Macchion & Rosanna Fornasiero, 2026. "Resilience Practices and Environmental Sustainability in the Bangladeshi Fashion Supply Chain: The Moderating Role of Digital Tools," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 33(1), pages 986-1002, January.
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