862
Views
10
CrossRef citations to date
0
Altmetric
Articles

Analysis of supply chain vulnerability factors in manufacturing enterprises: a fuzzy DEMATEL approach

ORCID Icon, , & ORCID Icon
Pages 814-841 | Received 22 Aug 2021, Accepted 25 May 2022, Published online: 07 Jun 2022

References

  • Abdel-Basset, M., and R. Mohamed. 2020. “A Novel Plithogenic TOPSIS-CRITIC Model for Sustainable Supply Chain Risk Management.” Journal of Cleaner Production 247: 119586.
  • Aboah, J., M. M. Wilson, K. Bicknell, and K. M. Rich. 2021. “Identifying the Precursors of Vulnerability in Agricultural Value Chains: A System Dynamics Approach.” International Journal of Production Research 59 (3): 683–701.
  • Aelker, J., Bauernhansl T., Ehm H. 2013. “Managing Complexity in Supply Chains: A Discussion of Current Approaches on the Example of the Semiconductor Industry.” Procedia CIRP 7: 79–84.
  • Ali, I., A. Arslan, Z. Khan, and S. Y. Tarba. 2021. “The Role of Industry 4.0 Technologies in Mitigating Supply Chain Disruption: Empirical Evidence from the Australian Food Processing Industry.” IEEE Transactions on Engineering Management 1 –11.
  • Ali, S. M., S. K. Paul, P. Chowdhury, R. Agarwal, A. M. Fathollahi-Fard, C. J. C. Jabbour, and S. Luthra. 2021. “Modelling of Supply Chain Disruption Analytics Using an Integrated Approach: An Emerging Economy Example.” Expert Systems with Applications 173: 114690.
  • Al Naimi, M., M. N. Faisal, R. Sobh, and S. F. Uddin. 2020. “Antecedents and Consequences of Supply Chain Resilience and Reconfiguration: An Empirical Study in an Emerging Economy.” Journal of Enterprise Information Management 34 (6): 1722–1745.
  • Aqlan, F., and S. S. Lam. 2015. “Supply Chain Risk Modelling and Mitigation.” International Journal of Production Research 53 (18): 5640–5656.
  • Bak, O. 2018. “Supply Chain Risk Management Research Agenda: From Literature Review to a Call for Future Research Directions.” Business Process Management Journal 24 (2): 567–588.
  • Baral, M. M., R. K. Singh, and Y. Kazançoğlu. 2021. “Analysis of Factors Impacting Survivability of Sustainable Supply Chain During COVID-19 Pandemic: An Empirical Study in the Context of SMEs.” The International Journal of Logistics Management. doi:10.1108/IJLM-04-2021-0198.
  • Barratt, M. 2004. “Understanding the Meaning of Collaboration in the Supply Chain.” Supply Chain Management: An International Journal.
  • Bier, T., A. Lange, and C. H. Glock. 2020. “Methods for Mitigating Disruptions in Complex Supply Chain Structures: A Systematic Literature Review.” International Journal of Production Research 58 (6): 1835–1856.
  • Blome, C., T. Schoenherr, and D. Eckstein. 2014. “The Impact of Knowledge Transfers and Complexity on Supply Chain Flexibility: A Knowledge-Based View.” International Journal of Production Economics 147: 307–316.
  • Bode, C., and S. M. Wagner. 2015. “Structural Factors of Upstream Supply Chain Complexity and the Frequency of Supply Chain Disruptions.” Journal of Operations Management 36: 215–228.
  • Burke, G. J., J. E. Carrillo, and A. J. Vakharia. 2007. “Single Versus Multiple Supplier Sourcing Strategies.” European Journal of Operational Research 182 (1): 95–112.
  • Cao, S., K. Bryceson, and D. Hine. 2019. “An Ontology-Based Bayesian Network Modelling for Supply Chain Risk Propagation.” Industrial Management & Data Systems 119 (8): 1691–1711.
  • Çelikbilek, Y., and A. N. Adıgüzel Tüylü. 2022. “Prioritizing the Components of e-Learning Systems by Using Fuzzy DEMATEL and ANP.” Interactive Learning Environments 30 (2): 322–343.
  • Ceryno, P. S., L. F. Scavarda, and K. Klingebiel. 2015. “Supply Chain Risk: Empirical Research in the Automotive Industry.” Journal of Risk Research 18 (9): 1145–1164.
  • Chan, A. T., E. W. Ngai, and K. K. Moon. 2017. “The Effects of Strategic and Manufacturing Flexibilities and Supply Chain Agility on Firm Performance in the Fashion Industry.” European Journal of Operational Research 259 (2): 486–499.
  • Chand, P., J. J. Thakkar, and K. K. Ghosh. 2020. “Analysis of Supply Chain Sustainability with Supply Chain Complexity, Inter-Relationship Study Using Delphi and Interpretive Structural Modeling for Indian Mining and Earthmoving Machinery Industry.” Resources Policy 68: 101726.
  • Chang, Betty, Chih-Wei Chang, and Chih-Hung Wu. 2011. “Fuzzy DEMATEL Method for Developing Supplier Selection Criteria.” Expert Systems with Applications 38 (3): 1850–1858.
  • Chen, Z., X. Ming, T. Zhou, and Y. Chang. 2020. “Sustainable Supplier Selection for Smart Supply Chain Considering Internal and External Uncertainty: An Integrated Rough-Fuzzy Approach.” Applied Soft Computing 87: 106004.
  • Christopher, M., and H. Lee. 2004. “Mitigating Supply Chain Risk Through Improved Confidence.” International Journal of Physical Distribution & Logistics Management 34 (5): 388–396.
  • Cveykus, R., and E. Carter. 2006. “Fix the Process, Not the People: Medtronic, Inc. Successfully Applied its Unique Lean Sigma Formula to Global Finance.” Strategic Finance 27–34.
  • Deng, Y., V. J. Gan, M. Das, J. C. Cheng, and C. Anumba. 2019. “Integrating 4D BIM and GIS for Construction Supply Chain Management.” Journal of Construction Engineering and Management 145 (4).
  • Dong, Q., and O. Cooper. 2016. “An Orders-of-Magnitude AHP Supply Chain Risk Assessment Framework.” International Journal of Production Economics 182: 144–156.
  • Dorsey, D. W., and M. D. Coovert. 2003. “Mathematical Modeling of Decision Making: A Soft and Fuzzy Approach to Capturing Hard Decisions.” Human Factors: The Journal of the Human Factors and Ergonomics Society 45 (1): 117–135.
  • Elleuch, H., W. Hachicha, and H. Chabchoub. 2014. “A Combined Approach for Supply Chain Risk Management: Description and Application to a Real Hospital Pharmaceutical Case Study.” Journal of Risk Research 17 (5): 641–663.
  • Fan, Y., and M. Stevenson. 2018. “A Review of Supply Chain Risk Management: Definition, Theory, and Research Agenda.” International Journal of Physical Distribution & Logistics Management 48 (3): 205–230.
  • Fawcett, S. E., and M. A. Waller. 2014. “Supply Chain Game Changers-Mega, Nano, and Virtual Trends-And Forces That Impede Supply Chain Design (i.e. Building a Winning Team).” Journal of Business Logistics 35 (3): 157–164.
  • Fisher, M. L. 1997. “What is the Right Supply Chain for Your Product?” Harvard Business Review 75: 105–117.
  • Forsten-Astikainen, R., P. Hurmelinna-Laukkanen, T. Lämsä, P. Heilmann, and E. Hyrkäs. 2017. “Dealing with Organizational Silos with Communities of Practice and Human Resource Management.” Journal of Workplace Learning 29 (6): 473–489.
  • Ghosh, Anupam, and Jane Fedorowicz. 2008. “The Role of Trust in Supply Chain Governance.” Business Process Management Journal 14 (4): 453–470.
  • Giannakis, M., and M. Louis. 2011. “A Multi-Agent Based Framework for Supply Chain Risk Management.” Journal of Purchasing and Supply Management 17 (1): 23–31.
  • Giunipero, L. C., and R. A. Eltantawy. 2004. “Securing the Upstream Supply Chain: A Risk Management Approach.” International Journal of Physical Distribution & Logistics Management 34 (9): 698–713.
  • Glock, C. H. 2012. “The Joint Economic Lot Size Problem: A Review.” International Journal of Production Economics 135 (2): 671–686.
  • Govindan, K., S. G. Azevedo, H. Carvalho, and V. Cruz-Machado. 2014. “Impact of Supply Chain Management Practices on Sustainability.” Journal of Cleaner Production 85: 212–225.
  • Govindan, K., A. K. Nasr, F. Karimi, and H. Mina. 2022. “Circular Economy Adoption Barriers: An Extended Fuzzy Best–Worst Method Using Fuzzy DEMATEL and Supermatrix Structure.” Business Strategy and the Environment. doi:10.1002/bse.2970.
  • Goyal, S., S. Routroy, and A. Singhal. 2019. “Analyzing Environment Sustainability Enablers Using Fuzzy DEMATEL for an Indian Steel Manufacturing Company.” Journal of Engineering, Design and Technology 17 (2): 300–329.
  • Hallikas, J., K. Puumalainen, T. Vesterinen, and V. M. Virolainen. 2005. “Risk-based Classification of Supplier Relationships.” Journal of Purchasing and Supply Management 11 (2-3): 72–82.
  • Hameri, A. P., and J. Hintsa. 2009. “Assessing the Drivers of Change for Cross-Border Supply Chains.” International Journal of Physical Distribution & Logistics Management 39 (9): 741–761.
  • Handfield, R., H. Sun, and L. Rothenberg. 2020. “Assessing Supply Chain Risk for Apparel Production in Low Cost Countries Using Newsfeed Analysis.” Supply Chain Management: An International Journal 25 (6): 803–821.
  • Hill, C. A., G. P. Zhang, and K. E. Miller. 2018. “Collaborative Planning, Forecasting, and Replenishment & Firm Performance: An Empirical Evaluation.” International Journal of Production Economics 196: 12–23.
  • Hosseini, S., and D. Ivanov. 2020. “Bayesian Networks for Supply Chain Risk, Resilience and Ripple Effect Analysis: A Literature Review.” Expert Systems with Applications 161: 113649.
  • Howard-Grenville, J. A. 2005. “The Persistence of Flexible Organizational Routines: The Role of Agency and Organizational Context.” Organization Science 16 (6): 618–636.
  • Hu, S., S. Huang, J. Huang, and J. Su. 2021. “Blockchain and Edge Computing Technology Enabling Organic Agricultural Supply Chain: A Framework Solution to Trust Crisis.” Computers & Industrial Engineering 153: 107079.
  • Huo, B., M. Z. U. Haq, and M. Gu. 2021. “The Impact of Information Sharing on Supply Chain Learning and Flexibility Performance.” International Journal of Production Research 59 (5): 1411–1434.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2019. “The Impact of Digital Technology and Industry 4.0 on the Ripple Effect and Supply Chain Risk Analytics.” International Journal of Production Research 57 (3): 829–846.
  • Johansson, P. E. C., L. Malmsköld, Å Fast-Berglund, and L. Moestam. 2019. “Challenges of Handling Assembly Information in Global Manufacturing Companies.” Journal of Manufacturing Technology Management 31 (5): 955–976.
  • Kern, D., R. Moser, E. Hartmann, and M. Moder. 2012. “Supply Risk Management: Model Development and Empirical Analysis.” International Journal of Physical Distribution & Logistics Management 42 (1): 60–82.
  • Khan, O., and D. A. S. Estay. 2015. “Supply Chain Cyber-Resilience: Creating an Agenda for Future Research.” Technology Innovation Management Review 5 (4): 6–12.
  • Khilwani, N., M. K. Tiwari, and I. Sabuncuoglu. 2011. “Hybrid Petri-Nets for Modelling and Performance Evaluation of Supply Chains.” International Journal of Production Research 49 (15): 4627–4656.
  • Kumar, P., and R. K. Singh. 2021. “Strategic Framework for Developing Resilience in Agri-Food Supply Chains During COVID 19 Pandemic.” International Journal of Logistics Research and Applications. doi:10.1080/13675567.2021.1908524.
  • Kumar, G., R. K. Singh, R. Jain, and R. Kain. 2020. “Analysis of Demand Risks for the Indian Automotive Sector in Globally Competitive Environment.” International Journal of Organizational Analysis, doi:10.1108/IJOA-03-2020-2076.
  • Kwawu, W., and W. Hughes. 2008. “Strategies for Aligning Organizational Incentive Systems Through Contracts.” Knowledge and Information Management Through Life (KIM conference), April, 2–3.
  • Lamming, R. 1996. “Squaring Lean Supply with Supply Chain Management.” International Journal of Operations & Production Management 16 (2): 183–196.
  • Lavastre, O., A. Gunasekaran, and A. Spalanzani. 2012. “Supply Chain Risk Management in French Companies.” Decision Support Systems 52 (4): 828–838.
  • Lee, H. L., V. Padmanabhan, and S. Whang. 2004. “Information Distortion in a Supply Chain: The Bullwhip Effect.” Management Science 50: 1875–1886.
  • Lewis, I., and A. Talalayevsky. 2004. “Improving the Interorganizational Supply Chain Through Optimization of Information Flows.” Journal of Enterprise Information Management 17 (3): 229–237.
  • Li, G., M. Liu, Y. Bian, and S. P. Sethi. 2020. “Guarding Against Disruption Risk by Contracting Under Information Asymmetry.” Decision Sciences. doi:10.1111/deci.12437.
  • Li, Chung-Wei, and Gwo-Hshiung Tzeng. 2009. “Identification of a Threshold Value for the DEMATEL Method Using the Maximum Mean de-Entropy Algorithm to Find Critical Services Provided by a Semiconductor Intellectual Property Mall.” Expert Systems with Applications 36 (6): 9891–9898.
  • Lin, C. J., and W. W. Wu. 2008. “A Causal Analytical Method for Group Decision-Making Under Fuzzy Environment.” Expert Systems with Applications 34 (1): 205–213.
  • Lu, G., X. Koufteros, S. Talluri, and G. T. M. Hult. 2019. “Deployment of Supply Chain Security Practices: Antecedents and Consequences.” Decision Sciences 50 (3): 459–497.
  • Maccarthy, B. L., and W. Atthirawong. 2003. Factors Affecting Location Decisions in International Operations-A Delphi Study.
  • Mähring, M. 2006. “The Role of the Board of Directors in IT Governance: A Review and Agenda for Research.” AMCIS 2006 Proceedings 377: 3104–3112.
  • Majumdar, A., S. K. Sinha, M. Shaw, and K. Mathiyazhagan. 2021. “Analysing the Vulnerability of Green Clothing Supply Chains in South and Southeast Asia Using Fuzzy Analytic Hierarchy Process.” International Journal of Production Research 59 (3): 752–771.
  • Manuj, I., and F. Sahin. 2011. “A Model of Supply Chain and Supply Chain Decision-Making Complexity.” International Journal of Physical Distribution & Logistics Management 41 (5): 511–549.
  • Min, H. 2019. “Blockchain Technology for Enhancing Supply Chain Resilience.” Business Horizons 62 (1): 35–45.
  • Mishra, R., R. K. Singh, and N. P. Rana. 2022. “Developing Environmental Collaboration among Supply Chain Partners for Sustainable Consumption & Production: Insights from an Auto Sector Supply Chain.” Journal of Cleaner Production 338: 130619.
  • Mishra, R., R. K. Singh, and N. Subramanian. 2021. “Impact of Disruptions in Agri-Food Supply Chain due to COVID-19 Pandemic: Contextualised Resilience Framework to Achieve Operational Excellence.” The International Journal of Logistics Management. doi:10.1108/IJLM-01-2021-0043.
  • Mital, M., M. Del Giudice, and A. Papa. 2018. “Comparing Supply Chain Risks for Multiple Product Categories with Cognitive Mapping and Analytic Hierarchy Process.” Technological Forecasting and Social Change 131: 159–170.
  • Moher, D., A. Liberati, J. Tetzlaff, D. G. Altman, and * Group. 2009. “Preferred Reporting Items for Systematic Reviews and Meta-analyses: The PRISMA Statement.” Annals of Internal Medicine 151 (4): 264–269.
  • Moser, R., G. Narayanamurthy, K. Kusaba, and G. Kaiser. 2018. “Performance of Low-Cost Country Sourcing Projects–Conceptual Model & Empirical Analysis.” International Journal of Production Economics 204: 30–43.
  • Munir, M., M. S. S. Jajja, K. A. Chatha, and S. Farooq. 2020. “Supply Chain Risk Management and Operational Performance: The Enabling Role of Supply Chain Integration.” International Journal of Production Economics 227: 107667.
  • Nair, A. 2005. “Linking Manufacturing Postponement, Centralized Distribution and Value Chain Flexibility with Performance.” International Journal of Production Research 43 (3): 447–463.
  • Nakandala, D., H. Lau, and L. Zhao. 2017. “Development of a Hybrid Fresh Food Supply Chain Risk Assessment Model.” International Journal of Production Research 55 (14): 4180–4195.
  • Narassima, M. S., S. P. Anbuudayasankar, K. Mathiyazhagan, K. Ganesh, and Tzong-Ru Lee. 2022. “Supply Chain Resilience: Conceptual Model Building and Validation.” International Journal of Logistics Research and Applications. doi:10.1080/13675567.2022.2056584.
  • Neiger, D., K. Rotaru, and L. Churilov. 2009. “Supply Chain Risk Identification with Value-Focused Process Engineering.” Journal of Operations Management 27 (2): 154–168.
  • Newman, W., M. Charity, S. Faith, and W. Ongayi. 2018. “Literature Review on the Effectiveness of Risk Management Systems on Financial Performance in a Public Setting.” Academy of Strategic Management Journal 17 (4): 1–12.
  • Norrman, A., and U. Jansson. 2004. “Ericsson's Proactive Supply Chain Risk Management Approach After a Serious Subsupplier Accident.” International Journal of Physical Distribution and Logistics Management 34 (5): 434–456.
  • Ocampo, L. A., T. A. G. Tan, and L. A. Sia. 2018. “Using Fuzzy DEMATEL in Modeling the Causal Relationships of the Antecedents of Organizational Citizenship Behavior (OCB) in the Hospitality Industry: A Case Study in the Philippines.” Journal of Hospitality and Tourism Management 34: 11–29.
  • Oehlhorn, C. E., C. Maier, S. Laumer, and T. Weitzel. 2020. “Human Resource Management and its Impact on Strategic Business-IT Alignment: A Literature Review and Avenues for Future Research.” The Journal of Strategic Information Systems 29: 101641.
  • Oger, R., M. Lauras, B. Montreuil, and F. Benaben. 2020. “A Decision Support System for Strategic Supply Chain Capacity Planning Under Uncertainty: Conceptual Framework and Experiment.” Enterprise Information Systems 16 (5): 1–45.
  • Ojha, R., A. Ghadge, M. K. Tiwari, and U. S. Bititci. 2018. “Bayesian Network Modelling for Supply Chain Risk Propagation.” International Journal of Production Research 56 (17): 5795–5819.
  • Okoli, C., and S. D. Pawlowski. 2004. “The Delphi Method as a Research Tool: An Example, Design Considerations and Applications.” Information and Management 42 (1): 15–29.
  • Oliveira, J. B., M. Jin, R. S. Lima, J. E. Kobza, and J. A. B. Montevechi. 2019. “The Role of Simulation and Optimization Methods in Supply Chain Risk Management: Performance and Review Standpoints.” Simulation Modelling Practice and Theory 92: 17–44.
  • Opricovic, S., and G. H. Tzeng. 2003. “Defuzzification Within a Multicriteria Decision Model.” International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 11 (05): 635–652.
  • Paksoy, T., A. Çalik, A. Yildizbaşi, and S. Huber. 2019. “Risk Management in Lean & Green Supply Chain: A Novel Fuzzy Linguistic Risk Assessment Approach.” In Lean and Green Supply Chain Management, edited by T. Paksoy, G. W. Weber, and S. Huber, Lean and Green Supply Chain Management. International Series in Operations Research & Management Science, Vol. 273, 75–100. Cham: Springer.
  • Pandey, S., R. K. Singh, and A. Gunasekaran. 2021. “Supply Chain Risks in Industry 4.0 Environment: Review and Analysis Framework.” Production Planning & Control 32: 1–28.
  • Park, Y. B. 2005. “An Integrated Approach for Production and Distribution Planning in Supply Chain Management.” International Journal of Production Research 43 (6): 1205–1224.
  • Parmar, P. S., and T. N. Desai. 2020. “Evaluating Sustainable Lean Six Sigma Enablers Using Fuzzy DEMATEL: A Case of an Indian Manufacturing Organization.” Journal of Cleaner Production 265: 121802.
  • Peck, H. 2005. “Factors of Supply Chain Vulnerability: An Integrated Framework.” International Journal of Physical Distribution & Logistics Management 35 (4): 210–232.
  • Pettit, T. J., K. L. Croxton, and J. Fiksel. 2019. “The Evolution of Resilience in Supply Chain Management: A Retrospective on Ensuring Supply Chain Resilience.” Journal of Business Logistics 40 (1): 56–65.
  • Qazi, A., A. Dickson, J. Quigley, and B. Gaudenzi. 2018. “Supply Chain Risk Network Management: A Bayesian Belief Network and Expected Utility Based Approach for Managing Supply Chain Risks.” International Journal of Production Economics 196: 24–42.
  • Radivojević, G., and V. Gajović. 2014. “Supply Chain Risk Modeling by AHP and Fuzzy AHP Methods.” Journal of Risk Research 17 (3): 337–352.
  • Rajagopal, V., S. P. Venkatesan, and M. Goh. 2017. “Decision-making Models for Supply Chain Risk Mitigation: A Review.” Computers and Industrial Engineering 113: 646–682.
  • Rajesh, R. 2017. “Technological Capabilities and Supply Chain Resilience of Firms: A Relational Analysis Using Total Interpretive Structural Modeling (TISM).” Technological Forecasting and Social Change 118: 161–169.
  • Rajesh, R. 2018. “Measuring the Barriers to Resilience in Manufacturing Supply Chains Using Grey Clustering and VIKOR Approaches.” Measurement 126: 259–273.
  • Rajesh, R. 2019. “A Fuzzy Approach to Analyzing the Level of Resilience in Manufacturing Supply Chains.” Sustainable Production and Consumption 18: 224–236.
  • Ramesh, A., D. K. Banwet, and R. Shankar. 2010. “Modeling the Barriers of Supply Chain Collaboration.” Journal of Modelling in Management 5 (2): 176–193.
  • Ramezankhani, M. J., S. A. Torabi, and F. Vahidi. 2018. “Supply Chain Performance Measurement and Evaluation: A Mixed Sustainability and Resilience Approach.” Computers & Industrial Engineering 126: 531–548.
  • Rao, S., and T. J. Goldsby. 2009. “Supply Chain Risks: A Review and Typology.” The International Journal of Logistics Management.
  • Ribeiro, J. P., and A. Barbosa-Povoa. 2018. “Supply Chain Resilience: Definitions and Quantitative Modelling Approaches–A Literature Review.” Computers & Industrial Engineering 115: 109–122.
  • Ruamsook, Kusumal, Dawn M. Russell, and Evelyn A. Thomchick. 2009. “Sourcing from Low-Cost Countries.” The International Journal of Logistics Management 20 (1): 79–96.
  • Ruiz-Benítez, R., C. López, and J. C. Real. 2018. “The Lean and Resilient Management of the Supply Chain and Its Impact on Performance.” International Journal of Production Economics 203: 190–202.
  • Saenz, M. J., and E. Revilla. 2014. “Creating More Resilient Supply Chains.” MIT Sloan Management Review 55 (4): 22–24.
  • Sahay, B. S. 2003. “Understanding Trust in Supply Chain Relationships.” Industrial Management & Data Systems 103 (8): 553–563.
  • Sahebjamnia, N., S. A. Torabi, and S. A. Mansouri. 2015. “Integrated Business Continuity and Disaster Recovery Planning: Towards Organizational Resilience.” European Journal of Operational Research 242 (1): 261–273.
  • Salam, M. A. 2017. “The Mediating Role of Supply Chain Collaboration on the Relationship Between Technology, Trust and Operational Performance.” Benchmarking: An International Journal 24 (2): 298–317.
  • Samvedi, A., V. Jain, and F. T. Chan. 2013. “Quantifying Risks in a Supply Chain Through Integration of Fuzzy AHP and Fuzzy TOPSIS.” International Journal of Production Research 51 (8): 2433–2442.
  • Saroha, M., D. Garg, and S. Luthra. 2021. “Identification and Analysis of Circular Supply Chain Management Practices for Sustainability: A Fuzzy-DEMATEL Approach.” International Journal of Productivity and Performance Management. doi:10.1108/IJPPM-11-2020-0613.
  • Sawik, T. 2021. “A Rough Cut Cybersecurity Investment Using Portfolio of Security Controls with Maximum Cybersecurity Value.” International Journal of Production Research, 1–17. doi:10.1080/00207543.2021.1994166.
  • Schmitt, A. J., S. A. Sun, L. V. Snyder, and Z. J. M. Shen. 2015. “Centralization Versus Decentralization: Risk Pooling, Risk Diversification, and Supply Chain Disruptions.” Omega 52: 201–212.
  • Serrat, O. 2017. “Bridging Organizational Silos.” In Knowledge Solutions, 711–716. Singapore: Springer.
  • Sharma, S. K. 2016. “Risk Adjusted Total Cost of Ownership Model for Strategic Sourcing Decisions.” International Journal of Procurement Management 9 (2): 123–145.
  • Shieh, Jiunn-I, Hsin-Hung Wu, and Kuan-Kai Huang. 2010. “A DEMATEL Method in Identifying key Success Factors of Hospital Service Quality.” Knowledge-Based Systems 23 (3): 277–282.
  • Shih, W. 2020. “Is it Time to Rethink Globalized Supply Chains?” MIT Sloan Management Review 61 (4): 1–3.
  • Sidola, A., P. Kumar, and D. Kumar. 2011. “System Dynamic Methodological Approach for Design and Analysis of Risk in Supply Chain.” Proceedings of the IEEE International Technology Management Conference. San Jose, CA, 495–500.
  • Singh, R. K., and M. K. Sharma. 2014. “Prioritizing the Alternatives for Flexibility in Supply Chains.” Production Planning and Control 25 (2): 176–192.
  • Smith, L., J. C. Andraski, and S. E. Fawcett. 2010. “Integrated Business Planning: A Roadmap to Linking S&OP and CPFR.” Journal of Business Forecasting 29 (4): 4–13.
  • Sreedevi, R., and H. Saranga. 2017. “Uncertainty and Supply Chain Risk: The Moderating Role of Supply Chain Flexibility in Risk Mitigation.” International Journal of Production Economics 193: 332–342.
  • Stecke, K. E., and S. Kumar. 2009. “Sources of Supply Chain Disruptions, Factors That Breed Vulnerability, and Mitigating Strategies.” Journal of Marketing Channels 16 (3): 193–226.
  • Thekdi, S. A., and J. R. Santos. 2016. “Supply Chain Vulnerability Analysis Using Scenario-based Input-output Modeling: Application to Port Operations.” Risk Analysis 36 (5): 1025–1039.
  • Thun, J. H., and D. Hoenig. 2011. “An Empirical Analysis of Supply Chain Risk Management in the German Automotive Industry.” International Journal of Production Economics 131 (1): 242–249.
  • Toor, T. P. S., and T. Dhir. 2011. “Benefits of Integrated Business Planning, Forecasting, and Process Management.” Business Strategy Series 12 (6): 275–288.
  • Tortorella, G. L., R. Miorando, and G. Marodin. 2017. “Lean Supply Chain Management: Empirical Research on Practices, Contexts and Performance.” International Journal of Production Economics 193: 98–112.
  • Tran, T. T. H., P. Childerhouse, and E. Deakins. 2016. “Supply Chain Information Sharing: Challenges and Risk Mitigation Strategies.” Journal of Manufacturing Technology Management 27 (8): 1102–1126.
  • Treleven, M., and S. Bergman Schweikhart. 1988. “A Risk/Benefit Analysis of Sourcing Strategies: Single vs. Multiple Sourcing.” Journal of Operations Management 7 (3-4): 93–114.
  • Trkman, P., and K. McCormack. 2009. “Supply Chain Risk in Turbulent Environments—A Conceptual Model for Managing Supply Chain Network Risk.” International Journal of Production Economics 119 (2): 247–258.
  • Trkman, P., K. McCormack, M. P. V. De Oliveira, and M. B. Ladeira. 2010. “The Impact of Business Analytics on Supply Chain Performance.” Decision Support Systems 49 (3): 318–327.
  • Tuncel, Gonca, and Gülgün Alpan. 2010. “Risk assessment and management for supply chain networks: A case study.” Computers in industry 61 (3): 250–259.
  • Turner, N., J. Aitken, and C. Bozarth. 2018. “A Framework for Understanding Managerial Responses to Supply Chain Complexity.” International Journal of Operations & Production Management 38 (6): 1433–1466.
  • Tzeng, Gwo-Hshiung, Cheng-Hsin Chiang, and Chung-Wei Li. 2007. “Evaluating Intertwined Effects in e-Learning Programs: A Novel Hybrid MCDM Model Based on Factor Analysis and DEMATEL.” Expert Systems with Applications 32 (4): 1028–1044.
  • Wagner, S M, and C Bode. 2006. “An empirical investigation into supply chain vulnerability.” Journal of purchasing and supply management 12 (6): 301–312.
  • Wagner, S M, P T Grosse-Ruyken, and F Erhun. 2012. “The link between supply chain fit and financial performance of the firm.” Journal of operations management 30 (4): 340–353.
  • Wagner, S M, and N Neshat. 2010. “Assessing the vulnerability of supply chains using graph theory.” International Journal of Production Economics 126 (1): 121–129.
  • Waller, M., Z. Williams, J. E. Lueg, and S. A. LeMay. 2008. “Supply Chain Security: An Overview and Research Agenda.” The International Journal of Logistics Management 19 (2): 254–281.
  • Wieland, A. 2021. “Dancing the Supply Chain: Toward Transformative Supply Chain Management.” Journal of Supply Chain Management 57 (1): 58–73.
  • Wilding, R. 1998. “The supply chain complexity triangle: uncertainty generation in the supply chain.” International Journal of Physical Distribution and Logistics Management.
  • Willms, P., and M. Brandenburg. 2019. “Emerging Trends from Advanced Planning to Integrated Business Planning.” IFAC-PapersOnLine 52 (13): 2620–2625.
  • Xu, L., Y. Deng, and K. Mancl. 2019. “Environmental Disaster Risk Reduction-Oriented Centralized Treatment of Hazardous Wastes: A Novel Approach for Production-Distribution Decision Optimization in China.” International Journal of Disaster Risk Reduction 40: 101263.
  • Yang, Y C. 2011. “Risk management of Taiwan’s maritime supply chain security.” Safety science 49 (3): 382–393.
  • Yüksel, S., and H. Dinçer. 2022. “Identifying the Strategic Priorities of Nuclear Energy Investments Using Hesitant 2-Tuple Interval-Valued Pythagorean Fuzzy DEMATEL.” Progress in Nuclear Energy 145 (1): 1–9.
  • Zanon, L. G., F. Marcelloni, M. C. Gerolamo, and L. C. R. Carpinetti. 2021. “Exploring the Relations Between Supply Chain Performance and Organizational Culture: A Fuzzy Grey Group Decision Model.” International Journal of Production Economics 233: 108023.
  • Zeng, B., and B. P.-C. Yen. 2017. “Rethinking the Role of Partnerships in Global Supply Chains: A Risk-Based Perspective.” International Journal of Production Economics 185: 52–62.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.