journal article·2024-10-20Open access

MaMoReS: A Robust Tool for Evaluating Supply Chain Resilience Through Systematic Literature and Network Analysis

Leonardo Leoni, Saverio Ferraro, Alessandra Cantini, Rinaldo Rinaldi, Filippo De Carlo

Applied Sciences· Volume 14· Issue 20

Abstract

Nowadays, disruptive events pose significant threats to organizations, making resilience a critical focus. Evaluating supply chain resilience is essential to avoid escalating disruptions. However, the literature on this topic is fragmented, and the assessment of resilience remains an open gap due to the lack of a clear definition of the dimensions and elements for its evaluation. To fill this gap, this study integrates a systematic literature review (SLR) and a systematic literature network analysis (SLNA) to propose a MAturity MOdel for REsilient Supply Chains (MaMoReS). Through content analysis and stringent selection of 15 resilience maturity models (ResMMs) via SLR, along with an SLNA on 6,474 sources, this method defines dimensions and sub-dimensions. The proposed MaMoReS is framed around five levels and five dimensions: risk management, agility, flexibility and adaptability, redundancy and robustness, transparency and visibility, and collaboration and relationships. The MaMoReS is applied to two case studies, pinpointing the practicality of the MaMoReS for measuring the resilience maturity level of the two companies along with their dimensions and sub-dimensions scoring. Thus, the MaMoReS can be used as an assessment tool by supply chain managers and researchers to evaluate the resilience of a supply chain.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Supply Chain Resilience and Risk Management · Occupational Health and Safety Research · Quality and Supply Management

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Industrial Engineering (DIEF), Università degli Studi di Firenze, Viale Morgagni 40-44, 50234 Firenze, Italy

Department of Management, Economics and Industrial Engineering, Politecnico di Milano, Via Lambruschini 4B, 20156 Milan, Italy

References (90)

Show source-provided references
1. A Contextual Approach to Supply Chain Risk Mitigation10.1108/IJLM-02-2014-0026 ↗
2. Maintenance Digital Twin Using Vibration Data10.1016/j.procs.2022.01.252 ↗
3. Supply Chain Disruption Propagation: A Systemic Risk and Normal Accident Theory Perspective10.1080/00207543.2017.1355123 ↗
4. Robust Strategies for Mitigating Supply Chain Disruptions10.1080/13675560500405584 ↗
5. Taghizadeh, E., and Taghizadeh, E. (2021, January 7–11). The Impact of Digital Technology and Industry 4.0 on Enhancing Supply Chain Resilience. Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management, Singapore.10.46254/AN11.20210379 ↗
6. An Assessment of Supply Chain Disruption Mitigation Strategies10.1016/j.ijpe.2016.12.011 ↗
7. An Integrative Approach to Supply Chain Disruption Risk and Resilience Management: A Literature Review10.1080/13675567.2020.1763935 ↗
8. Building the Resilient Supply Chain10.1108/09574090410700275 ↗
9. How to Use No-Code Artificial Intelligence to Predict and Minimize the Inventory Distortions for Resilient Supply Chains10.1080/00207543.2023.2166139 ↗
10. A Hybrid Optimization Method to Design a Sustainable Resilient Supply Chain in a Perishable Food Industry10.1007/s11356-022-22115-8 ↗
11. A Hybrid Decision-Making Method Using Robust Programming and Interval-Valued Fuzzy Sets for Sustainable-Resilient Supply Chain Network Design Considering Circular Economy and Technology Levels
12. Designing a Resilient Supply Chain: An Approach to Reduce Drug Shortages in Epidemic Outbreaks10.4108/eai.13-7-2018.164260 ↗
13. Creating Resilient Supply Chains through a Culture of Measuring10.1016/j.pursup.2023.100824 ↗
14. Value of Supply Chain Resilience: Roles of Culture, Flexibility, and Integration10.1108/IJPDLM-02-2019-0041 ↗
15. Understanding the Concept of Supply Chain Resilience10.1108/09574090910954873 ↗
16. Understanding Risk Management for Intentional Supply Chain Disruptions: Risk Detection, Risk Mitigation, and Risk Recovery10.1007/s10479-017-2452-0 ↗
17. Global Supply Chain Risk Management Strategies10.1108/09600030810866986 ↗
18. Integration of Fuzzy Reliability Analysis and Consequence Simulation to Conduct Risk Assessment10.1016/j.jlp.2023.105081 ↗
19. The Strategic Value of Supply Chain Visibility: Increasing the Ability to Reconfigure10.1057/ejis.2010.10 ↗
20. The Role of Collaboration in Supply Chain Resilience10.1108/SCM-11-2014-0386 ↗
21. Effectiveness of Resilience Capabilities in Mitigating Disruptions: Leveraging on Supply Chain Structural Complexity10.1108/SCM-01-2017-0009 ↗
22. Measuring Supply Chain Resilience Using a Deterministic Modeling Approach10.1016/j.cie.2014.04.019 ↗
23. Conceptualization and Measurement of Supply Chain Resilience in an Open-System Context10.1109/TEM.2020.3026465 ↗
24. Supply Chain Disruptions: Flexibility Measures When Encountering Capacity Problems in a Port Conflict10.1108/IJLM-03-2020-0123 ↗
25. Ahmad, R., Vargo, J., Pulakanam, V., and Chowdhury, M. (June, January 31). A Supply Chain Resilience Maturity Model. Proceedings of the 13th ANZAM Operations, Supply Chain and Services Management Symposium, Melbourne, Australia.
26. Application of an Analytic Hierarchy Process to Select the Level of a Cyber Resilient Capability Maturity Model in Digital Supply Chain Systems10.37936/ecti-cit.2021152.240631 ↗
27. A Maturity Model for Assessing the Digital Readiness of Manufacturing Companies
28. The Maturity of Maturity Model Research: A Systematic Mapping Study10.1016/j.infsof.2012.07.007 ↗
29. Value of Maturity Models in Performance Measurement10.1080/00207543.2014.970709 ↗
30. Towards a Maturity Model for Industry 4.0: A Systematic Literature Review and a Model Proposal
31. Tubis, A.A., and Werbińska-Wojciechowska, S. (2021). Risk Management Maturity Model for Logistic Processes. Sustainability, 13.10.3390/su13020659 ↗
32. Dimensions and Sub-Dimensions of Emergency Supply Chain Resilience: A Case Study of Médecins Sans Frontières Logistique during the COVID-19 Pandemic10.1108/SCM-07-2022-0278 ↗
33. (2024, October 15). 18th LACCEI International Multi-Conference for Engineering, Education, and Technology: “Engineering, Integra-tion, and Alliances for a Sustainable Development” “Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy”. 27–31 July 2020, Virtual Edition. Available online: https://www.researchgate.net/profile/Carlos-Castro-Zuluaga/publication/344967799_SMEs_Resilience_Model_based_on_Maturity_Cycle/links/5fd0f31345851568d14f42cd/SMEs-Resilience-Model-based-on-Maturity-Cycle.pdf.
34. Structural Elements of Coordination Mechanisms in Collaborative Planning Processes and Their Assessment through Maturity Models: Application to a Ceramic Tile Company10.1016/j.compind.2013.06.019 ↗
35. Fera, M., Caterino, M., Macchiaroli, R., and Pham, D.T. (2024). Science Mapping Analysis for the Development of a Remanufacturing Readiness Model. Advances in Remanufacturing, Springer Nature Switzerland. Lecture Notes in Mechanical Engineering.10.1007/978-3-031-52649-7 ↗
36. Supply Chain Collaboration and Sustainability Performance in Circular Economy: A Systematic Literature Review10.1016/j.ijpe.2021.108402 ↗
37. Failure Mode and Effect Analysis Improvement: A Systematic Literature Review and Future Research Agenda10.1016/j.ress.2020.106885 ↗
38. Machine Learning and Deep Learning for Safety Applications: Investigating the Intellectual Structure and the Temporal Evolution10.1016/j.ssci.2023.106363 ↗
39. Towards a Methodology for Developing Evidence-Informed Management Knowledge by Means of Systematic Review10.1111/1467-8551.00375 ↗
40. Measuring Social Issues in Sustainable Supply Chains10.1108/MBE-11-2014-0041 ↗
41. Fantozzi, I.C., Di Luozzo, S., and Schiraldi, M.M. (2022, January 6–9). Soft Skills, Attitudes and Personality Traits in Operations and Supply Chain Management: Systematic Review and Taxonomy Proposal through ProKnow-C Methodology. Proceedings of the XXVII Summer School “Francesco Turco”—Industrial Systems Engineering, Sanremo, Italy.
42. Ferraro, S., Leoni, L., Cantini, A., and De Carlo, F. (2023). Trends and Recommendations for Enhancing Maturity Models in Supply Chain Management and Logistics. Appl. Sci., 13.10.3390/app13179724 ↗
43. Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement10.1016/j.ijsu.2010.02.007 ↗
44. Peron, M., Saporiti, N., Shoeibi, M., Holmström, J., and Salmi, M. (2024). Additive Manufacturing in the Medical Sector: From an Empirical Investigation of Challenges and Opportunities toward the Design of an Ecosystem Model. Int. J. Oper. Prod. Manag., Available online: https://www.emerald.com/insight/content/doi/10.1108/IJOPM-12-2023-0948/full/html?casa_token=jB5FCmkQc7AAAAAA:tkl__lwIBuNELPC0LmVvq5oMtkoTMCJ1QmxSQqlCCt-JlUEBXjQzhLxchzvD67e2BBY5TMioH4O7Qu5Cejmq-ua52E15dfM0F1tw5J7JDcK5yrO6R9Q.
45. Integration of Three Visualization Methods Based on Co-Word Analysis10.1007/s11192-011-0541-4 ↗
46. Aria, M., Cuccurullo, C., D’Aniello, L., Misuraca, M., and Spano, M. (2022). Thematic Analysis as a New Culturomic Tool: The Social Media Coverage on COVID-19 Pandemic in Italy. Sustainability, 14.10.3390/su14063643 ↗
47. An Approach for Detecting, Quantifying, and Visualizing the Evolution of a Research Field: A Practical Application to the Fuzzy Sets Theory Field10.1016/j.joi.2010.10.002 ↗
48. Integrated Security Management Model: A Proposal Applied to Organisational Resilience10.1057/s41284-023-00381-6 ↗
49. Aeronautic Maturity Cybersecurity: A Framework10.15446/dyna.v90n227.107420 ↗
50. Hägglund, M., Blusi, M., Bonacina, S., Nilsson, L., Cort Madsen, I., Pelayo, S., Moen, A., Benis, A., Lindsköld, L., and Gallos, P. (2023). Comparing Responses to COVID-19 Across Institutions: Conceptualization of an Emergency Response Maturity Model. Studies in Health Technology and Informatics, IOS Press.10.3233/SHTI302 ↗
51. A Data-Centric Approach to Design Resilient-Aware Process Models in BPMN10.1007/978-3-031-16171-1_3 ↗
52. Selamat, A., Marican, M.N.Y., Othman, S.H., and Abd Razak, S. (2022, January 14–16). An End-To-End Cyber Security Maturity Model For Technology Startups. Proceedings of the 2022 IEEE International Conference on Computing (ICOCO), Kota Kinabalu, Malaysia.10.1109/ICOCO56118.2022.10031900 ↗
53. Incorporating Systems Thinking into a Cyber Resilience Maturity Model10.1109/EMR.2020.3046533 ↗
54. R-CMMN: A Tool to Design Resilient Aware Multi-Party Business Processes
55. Developing Maturity Levels for Flood Resilience of Businesses Using Built Environment Flood Resilience Capability Areas10.1016/j.scs.2019.101778 ↗
56. Resilience Management Practices for Electric Utilities and Extreme Weather10.1016/j.tej.2019.106642 ↗
57. Built Environment Flood Resilience Capability Maturity Model10.1016/j.proeng.2018.01.100 ↗
58. From Planning to Resilience: The Role (and Value) of the Emergency Plan10.1016/j.techfore.2016.12.004 ↗
59. Madsen, D.Ø., Berg, T., and Di Nardo, M. (2023). Bibliometric Trends in Industry 5.0 Research: An Updated Overview. Appl. Syst. Innov., 6.10.3390/asi6040063 ↗
60. Kiers, J., Seinhorst, J., Zwanenburg, M., and Stek, K. (2022). Which Strategies and Corresponding Competences Are Needed to Improve Supply Chain Resilience: A COVID-19 Based Review. Logistics, 6.10.3390/logistics6010012 ↗
61. Improving Supply Chain Resilience through Industry 4.0: A Systematic Literature Review under the Impressions of the COVID-19 Pandemic10.1016/j.cie.2021.107452 ↗
62. Blockchain Applications for Secured and Resilient Supply Chains: A Systematic Literature Review and Future Research Agenda10.1016/j.cie.2022.108854 ↗
63. A Data-Driven Model for Sustainable and Resilient Supplier Selection and Order Allocation Problem in a Responsive Supply Chain: A Case Study of Healthcare System10.1016/j.engappai.2023.106511 ↗
64. Considering Region Risks and Mitigation Strategies in the Supplier Selection Process for Improving Supply Chain Resilience10.1016/j.cie.2023.109288 ↗
65. An Integrated Approach Based on the Decision-Theoretic Rough Set for Resilient-Sustainable Supplier Selection and Order Allocation10.1108/K-11-2020-0821 ↗
66. A System-Theoretic Fuzzy Analysis (STheFA) for Systemic Safety Assessment10.1016/j.psep.2023.07.014 ↗
67. A Review of Supply Chain Risk Management: Definition, Theory, and Research Agenda10.1108/IJPDLM-01-2017-0043 ↗
68. Exploring Impact Factors of Shippers’ Risk Prevention Activities: A European Survey in Transportation10.1016/j.tre.2015.05.008 ↗
69. The Role of Supply Chain Risk Mitigation Strategies to Manage Supply Chain Disruptions10.4102/jtscm.v18i0.1035 ↗
70. Tundys, B., and Wiśniewski, T. (2023). Triple Bottom Line Aspects and Sustainable Supply Chain Resilience: A Structural Equation Modelling Approach. Front. Environ. Sci., 11.10.3389/fenvs.2023.1161437 ↗
71. The Impact of Flexibility and Redundancy on Improving Supply Chain Resilience to Disruptions10.1080/00207543.2021.1883759 ↗
72. The Effect of Logistics Outsourcing on the Supply Chain Vulnerability of Shippers: Development of a Conceptual Risk Management Framework10.1108/IJLM-03-2014-0043 ↗
73. Supply Chain Analytics and Post-Pandemic Performance: Mediating Role of Triple-A Supply Chain Strategies10.1108/IJOEM-11-2021-1744 ↗
74. Data-Driven Rolling Horizon Approach for Dynamic Design of Supply Chain Distribution Networks under Disruption and Demand Uncertainty10.1111/deci.12481 ↗
75. The Power of Flexibility for Mitigating Supply Chain Risks10.1016/j.ijpe.2008.07.008 ↗
76. Resilience through Flexibility in Transportation Operations10.1080/13675567.2012.709835 ↗
77. Robust and Resilient Strategies for Managing Supply Disruptions in an Agribusiness Supply Chain10.1016/j.ijpe.2017.06.018 ↗
78. Disruption-Driven Supply Chain (Re)-Planning and Performance Impact Assessment with Consideration of pro-Active and Recovery Policies10.1016/j.tre.2015.12.007 ↗
79. Resilient Supplier Selection and Order Allocation under Operational and Disruption Risks10.1016/j.tre.2015.03.005 ↗
80. A Path to Build Supply Chain Cyber-Resilience through Absorptive Capacity and Visibility: Two Empirical Studies10.1016/j.indmarman.2023.04.001 ↗
81. Research Opportunities in Supply Chain Transparency10.1111/poms.13115 ↗
82. Predicting Supply Chain Risks through Big Data Analytics: Role of Risk Alert Tool in Mitigating Business Disruption10.1108/BIJ-03-2022-0169 ↗
83. Rethinking Supply Chains in the Age of Digitalization10.1080/09537287.2019.1631469 ↗
84. Mancusi, F., Fruggiero, F., and Panagou, S. (2023, January 3–6). Mapping Uncertainty Sources Affecting Circularity: A Holonic Approach. Proceedings of the 2023 9th International Conference on Control, Decision and Information Technologies (CoDIT), Rome, Italy.10.1109/CoDIT58514.2023.10284192 ↗
85. A Hierarchical Bayesian Regression Framework for Enabling Online Reliability Estimation and Condition-Based Maintenance through Accelerated Testing10.1016/j.compind.2022.103645 ↗
86. Zhang, J., Long, J., and Von Schaewen, A.M.E. (2021). How Does Digital Transformation Improve Organizational Resilience?—Findings from PLS-SEM and FsQCA. Sustainability, 13.10.3390/su132011487 ↗
87. Synergistic Effect of Cooperation and Coordination to Enhance the Firm’s Supply Chain Adaptability and Performance10.1108/BIJ-11-2020-0589 ↗
88. A Two-Stage Stochastic Collaborative Intertwined Supply Network Design Problem under Multiple Disruptions10.1016/j.tre.2022.102944 ↗
89. The Two Facets of Collaboration: Cooperation and Coordination in Strategic Alliances10.5465/19416520.2012.691646 ↗
90. Correia, E., Garrido-Azevedo, S., and Carvalho, H. (2023). Supply Chain Sustainability: A Model to Assess the Maturity Level. Systems, 11.10.3390/systems11020098 ↗