How to cite this paper
Ward, T., Khoury, S., Staub, S & Jenab, K. (2025). A machine learning framework for exploring the relationship between supply chain management best practices and agility, risk management, and performance.Management Science Letters , 15(4), 223-238.
Refrences
Ballou, R. H. (2004). Business logistics/supply chain management: Planning, organizing, and controlling the supply chain. Pearson Prentice Hall, London, UK.
Ballou, R. H., Gilbert, S. M., & Mukherjee, A. (2000). New managerial challenges from supply chain opportunities. Indus-trial Marketing Management, 29(1), 7-18. DOI: 10.1016/S0019-8501(99)00118-7
Choi, T. Y., & Hong, Y. (2002). Unveiling the structure of supply networks: Case studies in Honda, Acura, and Daim-lerChrysler. Journal of Operations Management, 20(5), 469-493. DOI: 10.1016/S0272-6963(02)00022-3
Chopra, S. & Meindl, P. (2007). Supply chain management: Strategy, planning, and operation. Pearson Prentice Hall, London, UK.
Chopra, S. & Meindl, P. (2015). Supply chain management: strategy, planning, and operation, Pearson, London, UK.
Chopra, S. & Sodhi, M. S. (2004). Managing risk to avoid supply-chain breakdown. MIT Sloan Management Review, 46(1), 53-61. DOI: 10.1002/mar.20001
Christopher, M. (2016). Logistics & supply chain management, Pearson, London, UK.
Christopher, M. & Peck, H. (2004). Building the resilient supply chain. International Journal of Logistics Management, 15(2), 1-14. DOI: 10.1108/09574090410806328
Christopher, M. & Towill, D. R. (2001). An integrated model for the design of agile supply chains. International Journal of Physical Distribution & Logistics Management, 31(4), 235-246. DOI: 10.1108/09600030110392870
Coyle, J. J., Langley Jr, C. J., Novack, R. A., & Gibson, B. J. (2016). Supply chain management: A logistics perspective. Nelson Education, Toronto, Ontario, Canada.
Croom, S. & Brandon-Jones, A. (2007). Impact of e-procurement: Experiences from implementation in the UK public sec-tor. Journal of Purchasing and Supply Management, 13(4), 294-303. DOI: 10.1016/j.pursup.2007.09.001
Croston, J. D. (1972). Forecasting and stock control for intermittent demands. Operational Research Quarterly, 23(3), 289-303. DOI: 10.2307/3008664
Dale, B. G. (2003). Managing quality. Blackwell Publishing, New Jersey, USA.
Ellram, L. M. & Cooper, M. C. (1993). Supply chain management, partnerships, and the shipper-third-party relationship. The International Journal of Logistics Management, 4(2), 1-10. DOI: 10.1108/09574099310804898
Farris, M. T., Van Aken, E. M., Doolen, T. L., & Worley, J. M. (2009). Critical success factors for human resource out-comes in continuous improvement initiatives. International Journal of Production Research, 47(2), 343-365. DOI: 10.1080/00207540701562130
Fawcett, S. E., Ellram, L. M., & Ogden, J. A. (2014), Supply chain management: From vision to implementation. Pearson, London, UK.
Fawcett, S. E., et al. (2007). Information technology as an enabler of supply chain collaboration: A dynamic-capabilities perspective. Journal of Supply Chain Management, 43(2), 2-22. DOI: 10.1111/j.1745-493x.2007.00021.x
Fawcett, S. E., et al. (2015). Supply chain integration: a strategic framework. Journal of Business Logistics, 36(1), 44-63. DOI: 10.1111/jbl.12082
Goldsby, T. J. & Schrott, P. (2004). Integrating supply chain management and logistics. The International Journal of Lo-gistics Management, 15(1), 1-14. DOI: 10.1108/09574090410700275
Gunasekaran, A. & Ngai, E. W. (2004). Information systems in supply chain integration and management. European Jour-nal of Operational Research, 159(2), 269-295. DOI: 10.1016/s0377-2217(03)00392-6
Handfield, R. B. & McCormack, K. P. (2017). Supply chain risk management: Minimizing disruptions in global sourcing. CRC Press, Boca Raton, Florida, USA.
Handfield, R., et al. (2019). The role of quality management in supply chain resilience. International Journal of Produc-tion Research, 57(3), 829-846. DOI: 10.1080/00207543.2018.1519159
Ivanov, D. (2020a). Disruptions and resilience in supply chains: Insights from the COVID-19 pandemic. Technological Forecasting and Social Change, 163, 120447. DOI: 10.1016/j.techfore.2020.120447
Ivanov, D. (2020b). Supply chain digital twins: Fundamentals, methodologies, and applications. Springer, Berlin, Germa-ny. DOI: 10.1007/978-3-030-59408-0
Ivanov, D. & Dolgui, A. (2020). A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0. Production Planning & Control, 31(10), 823-840. DOI: 10.1080/09537287.2020.1764172
Juran, J. M. & Gryna, F. M. (1993). Quality planning and analysis: From product development through use. McGraw-Hill Education, New York, USA.
Krajewski, L. J., Ritzman, L. P., & Malhotra, M. K. (2015). Operations management: Processes and supply chains. Pear-son, Lundon, UK. DOI: 10.1016/b978-0-12-800852-2.00008-0
Kumar, S., et al. (2011). Visibility in the supply chain: The case of manufacturing firms in Finland and India. Internation-al Journal of Production Economics, 133(1), 613-624. DOI: 10.1016/j.ijpe.2010.07.019
Lambert, D. M. & Cooper, M. C. (2000). Issues in supply chain management. Industrial Marketing Management, 29(1), 65-83. DOI: 10.1016/s0019-8501(99)00113-3
Langley Jr, C. J. & Frazelle, E. H. (1995). Supply chain management: A logistics perspective. South-Western Educational Publishing, Boston, Massachusetts, USA.
Laudon, K. C. & Laudon, J. P. (2015). Management information systems: Managing the digital firm. Pearson, London, UK.
Lee, H. L. (2004). The triple-A supply chain. Harvard Business Review, 82(10), 102-112. DOI: 10.1225/R0410F
Lee, H. L. & Padmanabhan, V. (1997). The bullwhip effect in supply chains. Sloan Management Review, 38(3) 93-102. DOI: 10.1111/j.1540-5885.1997.tb00001.x
Lee, H. L. & Whang, S. (2001). Winning the last mile of e-commerce. MIT Sloan Management Review, 42(4), 54-62.
Mentzer, J. T., et al. (2001). Defining supply chain management. Journal of Business Logistics, 22(2), 1-25. DOI: 10.1002/j.2158-1592.2001.tb00001.x
Nahmias, S. (2015). Production and operations analysis. McGraw-Hill Education, New York, USA.
Neely, A., Gregory, M., & Platts, K. (2005). Performance measurement system design: A literature review and research agenda. International Journal of Operations & Production Management, 25(12), 1228-1263. DOI: 10.1108/01443570510633648
Oakland, J. S. (2003). Total quality management: Text with cases. Butterworth-Heinemann, Oxford, UK.
Pohlen, T. L. & Farris, M. T. (2013). Continuous improvement and the pursuit of excellence. Business Horizons, 56(3), 329-337. DOI: 10.1016/j.bushor.2013.01.003
Salam, M. A. & Yaqub, M. Z. (2023). The impact of quality management practices on purchasing performance within supply chain relationships in service organizations. In Networks in International Business: Managing Cooperatives, Franchises and Alliances, 309-331. Cham: Springer International Publishing.
Sarkis, J. (2013). A boundaries and flows perspective of green supply chain management. Supply Chain Management: An International Journal, 18(5), 516-529. DOI: 10.1108/SCM-02-2013-0036
Seuring, S. & Gold, S. (2013). Sustainability management controlling the supply chain. Springer Science & Business Me-dia, Berlin, Germany.
Seuring, S. & Müller, M. (2008). From a literature review to a conceptual framework for sustainable supply chain man-agement. Journal of Cleaner Production, 16(15), 1699-1710. DOI: 10.1016/j.jclepro.2007.11.006
Sheffi, Y. (2005). The resilient enterprise: Overcoming vulnerability for competitive advantage. MIT Press, Cambridge, Massachusetts, USA.
Silver, E. A., Pyke, D. F., & Peterson, R. (1998). Inventory management and production planning and scheduling. John Wiley & Sons, New Jersey, USA
Simchi-Levi, D., et al. (2003). Designing and managing the supply chain: Concepts, strategies, and case studies. McGraw-Hill Education, New York, USA.
Simchi-Levi, D., Kaminsky, P., & Simchi-Levi, E. (2008). Designing and managing the supply chain: concepts, strategies, and case studies. McGraw-Hill/Irwin, New York, USA.
Srivastava, S. K. (2007). Green supply-chain management: A state-of-the-art literature review. International Journal of Management Reviews, 9(1), 53-80. DOI: 10.1111/j.1468-2370.2007.00202.x
Tang, C. S. (2016). Fundamentals of supply chain management: An essential guide for the 21st century. Springer, Berlin, Germany.
Tang, C. S. & Tomlin, B. (2008). The power of flexibility for mitigating supply chain risks. International Journal of Pro-duction Economics, 116(1), 12-27. DOI: 10.1016/j.ijpe.2008.07.009
Tseng, Y. H. & Lin, C. C. (2011). Enhancing supply chain operational performance: An integrative perspective of re-source-based view and institutional theory. Supply Chain Management: An International Journal,16(3), 220-230. DOI: 10.1108/13598541111139033
Wagner, S. M. & Bode, C. (2008). An empirical examination of supply chain performance along several dimensions of risk. Journal of Business Logistics, 29(1), 307-325. DOI: 10.1002/j.2158-1592.2008.tb00088.x
Wild, T. (2015). Best practice in inventory management. Routledge, London, UK.
Wilding, R. (2001). The supply chain complexity triangle: Uncertainty generation in the supply chain. International Jour-nal of Physical Distribution & Logistics Management, 31(4), 855-871. DOI: 10.1108/EUM0000000006011
Yuan, C. & Yang, H. (2019). Research on k-value selection method of k-means clustering algorithm. Multidisciplinary Scientific Journal, 2(2), 226-235. DOI: 10.3390/j2020016
Zipkin, P. H. (2000). Foundations of inventory management. McGraw-Hill, New York, USA.
Ballou, R. H., Gilbert, S. M., & Mukherjee, A. (2000). New managerial challenges from supply chain opportunities. Indus-trial Marketing Management, 29(1), 7-18. DOI: 10.1016/S0019-8501(99)00118-7
Choi, T. Y., & Hong, Y. (2002). Unveiling the structure of supply networks: Case studies in Honda, Acura, and Daim-lerChrysler. Journal of Operations Management, 20(5), 469-493. DOI: 10.1016/S0272-6963(02)00022-3
Chopra, S. & Meindl, P. (2007). Supply chain management: Strategy, planning, and operation. Pearson Prentice Hall, London, UK.
Chopra, S. & Meindl, P. (2015). Supply chain management: strategy, planning, and operation, Pearson, London, UK.
Chopra, S. & Sodhi, M. S. (2004). Managing risk to avoid supply-chain breakdown. MIT Sloan Management Review, 46(1), 53-61. DOI: 10.1002/mar.20001
Christopher, M. (2016). Logistics & supply chain management, Pearson, London, UK.
Christopher, M. & Peck, H. (2004). Building the resilient supply chain. International Journal of Logistics Management, 15(2), 1-14. DOI: 10.1108/09574090410806328
Christopher, M. & Towill, D. R. (2001). An integrated model for the design of agile supply chains. International Journal of Physical Distribution & Logistics Management, 31(4), 235-246. DOI: 10.1108/09600030110392870
Coyle, J. J., Langley Jr, C. J., Novack, R. A., & Gibson, B. J. (2016). Supply chain management: A logistics perspective. Nelson Education, Toronto, Ontario, Canada.
Croom, S. & Brandon-Jones, A. (2007). Impact of e-procurement: Experiences from implementation in the UK public sec-tor. Journal of Purchasing and Supply Management, 13(4), 294-303. DOI: 10.1016/j.pursup.2007.09.001
Croston, J. D. (1972). Forecasting and stock control for intermittent demands. Operational Research Quarterly, 23(3), 289-303. DOI: 10.2307/3008664
Dale, B. G. (2003). Managing quality. Blackwell Publishing, New Jersey, USA.
Ellram, L. M. & Cooper, M. C. (1993). Supply chain management, partnerships, and the shipper-third-party relationship. The International Journal of Logistics Management, 4(2), 1-10. DOI: 10.1108/09574099310804898
Farris, M. T., Van Aken, E. M., Doolen, T. L., & Worley, J. M. (2009). Critical success factors for human resource out-comes in continuous improvement initiatives. International Journal of Production Research, 47(2), 343-365. DOI: 10.1080/00207540701562130
Fawcett, S. E., Ellram, L. M., & Ogden, J. A. (2014), Supply chain management: From vision to implementation. Pearson, London, UK.
Fawcett, S. E., et al. (2007). Information technology as an enabler of supply chain collaboration: A dynamic-capabilities perspective. Journal of Supply Chain Management, 43(2), 2-22. DOI: 10.1111/j.1745-493x.2007.00021.x
Fawcett, S. E., et al. (2015). Supply chain integration: a strategic framework. Journal of Business Logistics, 36(1), 44-63. DOI: 10.1111/jbl.12082
Goldsby, T. J. & Schrott, P. (2004). Integrating supply chain management and logistics. The International Journal of Lo-gistics Management, 15(1), 1-14. DOI: 10.1108/09574090410700275
Gunasekaran, A. & Ngai, E. W. (2004). Information systems in supply chain integration and management. European Jour-nal of Operational Research, 159(2), 269-295. DOI: 10.1016/s0377-2217(03)00392-6
Handfield, R. B. & McCormack, K. P. (2017). Supply chain risk management: Minimizing disruptions in global sourcing. CRC Press, Boca Raton, Florida, USA.
Handfield, R., et al. (2019). The role of quality management in supply chain resilience. International Journal of Produc-tion Research, 57(3), 829-846. DOI: 10.1080/00207543.2018.1519159
Ivanov, D. (2020a). Disruptions and resilience in supply chains: Insights from the COVID-19 pandemic. Technological Forecasting and Social Change, 163, 120447. DOI: 10.1016/j.techfore.2020.120447
Ivanov, D. (2020b). Supply chain digital twins: Fundamentals, methodologies, and applications. Springer, Berlin, Germa-ny. DOI: 10.1007/978-3-030-59408-0
Ivanov, D. & Dolgui, A. (2020). A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0. Production Planning & Control, 31(10), 823-840. DOI: 10.1080/09537287.2020.1764172
Juran, J. M. & Gryna, F. M. (1993). Quality planning and analysis: From product development through use. McGraw-Hill Education, New York, USA.
Krajewski, L. J., Ritzman, L. P., & Malhotra, M. K. (2015). Operations management: Processes and supply chains. Pear-son, Lundon, UK. DOI: 10.1016/b978-0-12-800852-2.00008-0
Kumar, S., et al. (2011). Visibility in the supply chain: The case of manufacturing firms in Finland and India. Internation-al Journal of Production Economics, 133(1), 613-624. DOI: 10.1016/j.ijpe.2010.07.019
Lambert, D. M. & Cooper, M. C. (2000). Issues in supply chain management. Industrial Marketing Management, 29(1), 65-83. DOI: 10.1016/s0019-8501(99)00113-3
Langley Jr, C. J. & Frazelle, E. H. (1995). Supply chain management: A logistics perspective. South-Western Educational Publishing, Boston, Massachusetts, USA.
Laudon, K. C. & Laudon, J. P. (2015). Management information systems: Managing the digital firm. Pearson, London, UK.
Lee, H. L. (2004). The triple-A supply chain. Harvard Business Review, 82(10), 102-112. DOI: 10.1225/R0410F
Lee, H. L. & Padmanabhan, V. (1997). The bullwhip effect in supply chains. Sloan Management Review, 38(3) 93-102. DOI: 10.1111/j.1540-5885.1997.tb00001.x
Lee, H. L. & Whang, S. (2001). Winning the last mile of e-commerce. MIT Sloan Management Review, 42(4), 54-62.
Mentzer, J. T., et al. (2001). Defining supply chain management. Journal of Business Logistics, 22(2), 1-25. DOI: 10.1002/j.2158-1592.2001.tb00001.x
Nahmias, S. (2015). Production and operations analysis. McGraw-Hill Education, New York, USA.
Neely, A., Gregory, M., & Platts, K. (2005). Performance measurement system design: A literature review and research agenda. International Journal of Operations & Production Management, 25(12), 1228-1263. DOI: 10.1108/01443570510633648
Oakland, J. S. (2003). Total quality management: Text with cases. Butterworth-Heinemann, Oxford, UK.
Pohlen, T. L. & Farris, M. T. (2013). Continuous improvement and the pursuit of excellence. Business Horizons, 56(3), 329-337. DOI: 10.1016/j.bushor.2013.01.003
Salam, M. A. & Yaqub, M. Z. (2023). The impact of quality management practices on purchasing performance within supply chain relationships in service organizations. In Networks in International Business: Managing Cooperatives, Franchises and Alliances, 309-331. Cham: Springer International Publishing.
Sarkis, J. (2013). A boundaries and flows perspective of green supply chain management. Supply Chain Management: An International Journal, 18(5), 516-529. DOI: 10.1108/SCM-02-2013-0036
Seuring, S. & Gold, S. (2013). Sustainability management controlling the supply chain. Springer Science & Business Me-dia, Berlin, Germany.
Seuring, S. & Müller, M. (2008). From a literature review to a conceptual framework for sustainable supply chain man-agement. Journal of Cleaner Production, 16(15), 1699-1710. DOI: 10.1016/j.jclepro.2007.11.006
Sheffi, Y. (2005). The resilient enterprise: Overcoming vulnerability for competitive advantage. MIT Press, Cambridge, Massachusetts, USA.
Silver, E. A., Pyke, D. F., & Peterson, R. (1998). Inventory management and production planning and scheduling. John Wiley & Sons, New Jersey, USA
Simchi-Levi, D., et al. (2003). Designing and managing the supply chain: Concepts, strategies, and case studies. McGraw-Hill Education, New York, USA.
Simchi-Levi, D., Kaminsky, P., & Simchi-Levi, E. (2008). Designing and managing the supply chain: concepts, strategies, and case studies. McGraw-Hill/Irwin, New York, USA.
Srivastava, S. K. (2007). Green supply-chain management: A state-of-the-art literature review. International Journal of Management Reviews, 9(1), 53-80. DOI: 10.1111/j.1468-2370.2007.00202.x
Tang, C. S. (2016). Fundamentals of supply chain management: An essential guide for the 21st century. Springer, Berlin, Germany.
Tang, C. S. & Tomlin, B. (2008). The power of flexibility for mitigating supply chain risks. International Journal of Pro-duction Economics, 116(1), 12-27. DOI: 10.1016/j.ijpe.2008.07.009
Tseng, Y. H. & Lin, C. C. (2011). Enhancing supply chain operational performance: An integrative perspective of re-source-based view and institutional theory. Supply Chain Management: An International Journal,16(3), 220-230. DOI: 10.1108/13598541111139033
Wagner, S. M. & Bode, C. (2008). An empirical examination of supply chain performance along several dimensions of risk. Journal of Business Logistics, 29(1), 307-325. DOI: 10.1002/j.2158-1592.2008.tb00088.x
Wild, T. (2015). Best practice in inventory management. Routledge, London, UK.
Wilding, R. (2001). The supply chain complexity triangle: Uncertainty generation in the supply chain. International Jour-nal of Physical Distribution & Logistics Management, 31(4), 855-871. DOI: 10.1108/EUM0000000006011
Yuan, C. & Yang, H. (2019). Research on k-value selection method of k-means clustering algorithm. Multidisciplinary Scientific Journal, 2(2), 226-235. DOI: 10.3390/j2020016
Zipkin, P. H. (2000). Foundations of inventory management. McGraw-Hill, New York, USA.