Main Article Content

Authors

Attia Hussien Gomaa

Abstract

Global supply chains face increasingly complex, interdependent, and dynamic risks driven by sustainability pressures, climate change, geopolitical uncertainties, technological disruptions, and market volatility. Traditional risk management approaches—often reactive, fragmented, and siloed—are insufficient for multi-tier, digitally connected, and sustainability-driven networks, particularly as industries transition from the automation-focused Industry 4.0 paradigm to the human-centric, resilient, and sustainable Industry 5.0 era.This study develops a comprehensive Supply Chain Risk Management (SCRM) framework to enhance resilience, sustainability, and operational performance. A systematic review identifies critical gaps in current practices, including fragmented risk coverage, limited multi-tier visibility, and insufficient integration of sustainability, resilience, and advanced digital technologies for predictive and adaptive risk management.To address these gaps, the study proposes the Strategic Integrated Risk Assessment Framework (SIRAF), integrating sustainability, resilience, and digitalization via Industry 4.0 technologies and Industry 5.0 human-centric principles. SIRAF’s six interconnected modules provide end-to-end risk integration, real-time visibility, ESG alignment, dynamic risk assessment, human–technology collaboration, and organizational readiness. Operationalized through Lean Six Sigma DMAIC, the framework combines process improvement, predictive analytics, and human-centered decision-making to transform fragmented SCRM practices into proactive, resilient, and sustainable supply chain management.

Keywords:
supply chain risk management, sustainable supply chains, resilient supply chains, digital supply chains, Industry 4.0, Industry 5.0, operational excellence

Article Details

References

[1]Liu, P., Atifeh, M., Khorshidnia, M. and Taheri, S.G., 2023. System dynamics: An approach to modeling supply chain performance measurement. Technological and Economic Development of Economy, 29(4), pp.1291-1317.

[2]Zaman, S.I. and Kusi-Sarpong, S., 2024. Identifying and exploring the relationship among the critical success factors of sustainability toward consumer behavior. Journal of modelling in management, 19(2), pp.492-522.

[3]Umar, M. and Wilson, M.M., 2024. Inherent and adaptive resilience of logistics operations in food supply chains. Journal of Business Logistics, 45(1), p.e12362.

[4]Mukherjee, S., De, A. and Roy, S., 2024. Supply chain risk prioritization: a multi-criteria based Intuitionistic Fuzzy TOPSIS approach. International Journal of Quality & Reliability Management, 41(6), pp.1693-1725.

[5]Guntuka, L., Corsi, T.M. and Cantor, D.E., 2024. Recovery from plant-level supply chain disruptions: supply chain complexity and business continuity management. International Journal of Operations & Production Management, 44(1), pp.1-31.

[6]Kwaramba, C.S., Goldstein, S.M., Lowry, P.B., Nottingham, Q.J. and Cooper, E.F., 2024. Supply chain resilience as endotherm resilience: Theorizing through metaphorical transfer. Production and Operations Management, 33(2), pp.456-474.

[7]Edalatpour, M.A., Al-e, S.M.J.M. and Ghasemi, S., 2025. Harmonizing Project Management and Supply Chain for Sustainable Construction: A Comprehensive Mathematical Model and Case Study. Sustainable Futures, p.100805.

[8]Narimissa, O., Kangarani‐Farahani, A. and Molla‐Alizadeh‐Zavardehi, S., 2020. Evaluation of sustainable supply chain management performance: Dimensions and aspects. Sustainable Development, 28(1), pp.1-12.

[9]Pacheco, D.A.D.J. and Clausen, D.M., 2024. Sustainable purchasing supply management assessment in construction supply chains: a design science research approach. Supply Chain Management: An International Journal, 29(6), pp.943-962.

[10]Zhou, X., Jiang, J., Zhou, C., Li, X. and Yin, M., 2024. Circular supply chain management: Antecedent effect of social capital and big data analysis capability and their impact on sustainable performance. Sustainable Development, 32(5), pp.5311-5330.

[11]Huang, D.H., 2025. Evaluation and management of sustainable supply chain systems with carbon emissions and transport damage based on multi-state system reliability assessment. Reliability Engineering & System Safety, 257, p.110821.

[12]Gomaa, A.H., 2025. Enhancing Failure Mode and Effects Analysis with Industry 4.0 (FMEA 4.0): A Comprehensive Review and Strategic Framework. International Journal of Darshan Institute of Engineering Research and Emerging Technologies, 14(2), pp.1-12.

[13]Saputro, T.E., Rosiani, T.Y., Mubin, A., Dewi, S.K. and Baroto, T., 2024. Green supplier selection under supply risks using novel integrated fuzzy multi-criteria decision making techniques. Journal of Cleaner Production, 449, p.141788.

[14]Tian, Y., Song, S., Zhou, D., Pang, S. and Wei, C., 2023. Canonical triangular interval type-2 fuzzy set linguistic distribution assessment TODIM approach: A case study of FMEA for electric vehicles DC charging piles. Expert Systems with Applications, 223, p.119826.

[15]Hajmohammad, S., Klassen, R.D. and Vachon, S., 2024. Managing supplier sustainability risk: an experimental study. Supply Chain Management: An International Journal, 29(1), pp.50-67.

[16]Bustinza, O.F., Vendrell-Herrero, F. and Jabbour, C.J.C., 2024. Integration of product-service innovation into green supply chain management: Emerging opportunities and paradoxes. Technovation, 130, p.102923.

[17]Ngo, V.M., Quang, H.T., Hoang, T.G. and Binh, A.D.T., 2024. Sustainability‐related supply chain risks and supply chain performances: The moderating effects of dynamic supply chain management practices. Business Strategy and the environment, 33(2), pp.839-857.

[18]Shahbaz, M.S., Sohu, S., Khaskhelly, F.Z., Bano, A. and Soomro, M.A., 2019. A Novel Classification of Supply Chain Risks: A Review. Engineering, Technology & Applied Science Research, 9(3).

[19]Gomaa, A.H., 2024. Boosting supply chain effectiveness with Lean Six Sigma. American Journal of Management Science and Engineering, 9(6), pp.156-171.

[20]Hamida, H.B. and Aloui, C., 2025. The Influence of Global Risks on Supply Chain Tokens’ Intra-Market Dynamics. Engineering, Technology & Applied Science Research, 15(6), pp.28427-28431.

[21]Balan, S. and Handfield, R., 2025. An integrated supply chain risk mitigation tool–model, analysis and insights. International Journal of Management Science and Engineering Management, 20(2), pp.225-240.

[22]El Baz, J. and Ruel, S., 2021. Can supply chain risk management practices mitigate the disruption impacts on supply chains’ resilience and robustness? Evidence from an empirical survey in a COVID-19 outbreak era. International journal of production economics, 233, p.107972.

[23]Shahed, K.S., Azeem, A., Ali, S.M. and Moktadir, M.A., 2021. A supply chain disruption risk mitigation model to manage COVID-19 pandemic risk. Environmental Science and Pollution Research, pp.1-16.

[24]Hohenstein, N.O., 2022. Supply chain risk management in the COVID-19 pandemic: strategies and empirical lessons for improving global logistics service providers’ performance. The International Journal of Logistics Management, 33(4), pp.1336-1365.

[25]Mishra, R. and Singh, R.K., 2023. A systematic literature review on supply chain resilience in SMEs: learnings from COVID-19 pandemic. International Journal of Quality & Reliability Management, 40(5), pp.1172-1202.

[26]Awain, A.M.S.B., Jantan, M.D. and Sukati, I., 2022. Assessing the effect of integration in logistics sector on economic growth: Evidence from Sultanate of Oman. International Business Research, 15(1), p.35.

[27]Abdelfattah, F., Malik, M., Al Alawi, A.M., Sallem, R. and Ganguly, A., 2023. Towards measuring SMEs performance amid the COVID-19 outbreak: exploring the impact of integrated supply chain drivers. Journal of Global Operations and Strategic Sourcing, 16(2), pp.520-540.

[28]Klein, V.B. and Todesco, J.L., 2021. COVID‐19 crisis and SMEs responses: The role of digital transformation. Knowledge and process management, 28(2), pp.117-133.

[29]Zutshi, A., Mendy, J., Sharma, G.D., Thomas, A. and Sarker, T., 2021. From challenges to creativity: Enhancing SMEs’ resilience in the context of COVID-19. Sustainability, 13(12), p.6542.

[30]Thukral, E., 2021. COVID‐19: Small and medium enterprises challenges and responses with creativity, innovation, and entrepreneurship. Strategic Change, 30(2), pp.153-158.

[31]Foli, S., Durst, S. and Temel, S., 2024. The link between supply chain risk management and innovation performance in SMEs in turbulent times. Journal of Entrepreneurship in Emerging Economies, 16(3), pp.626-648.

[32]Grondys, K., Ślusarczyk, O., Hussain, H.I. and Androniceanu, A., 2021. Risk assessment of the SME sector operations during the COVID-19 pandemic. International journal of environmental research and public health, 18(8), p.4183.

[33]Ali, I., Sadiddin, A. and Cattaneo, A., 2023. Risk and resilience in agri-food supply chain SMEs in the pandemic era: a cross-country study. International Journal of Logistics Research and Applications, 26(11), pp.1602-1620.

[34]Mohezar, S., Mohamad, M.N. and Mohd Nor, M.N., 2023. Supply chain risk and SME business continuity strategies in the food industry during COVID-19 pandemic. Continuity & Resilience Review, 5(2), pp.116-134.

[35]Sun, K.X., Ooi, K.B., Tan, G.W.H. and Lee, V.H., 2023. Enhancing supply chain resilience in SMEs: a deep Learning-based approach to managing Covid-19 disruption risks. Journal of Enterprise Information Management, 36(6), pp.1508-1532.

[36]Sulaiman, M.A.B.A., Asad, M., Awain, A.M.S.B., Asif, M.U. and Shanfari, K.S.A., 2024. Entrepreneurial marketing and performance: contingent role of market turbulence. Discover Sustainability, 5(1), p.492.

[37]Abdallah, A.B., Alfar, N.A. and Alhyari, S., 2021. The effect of supply chain quality management on supply chain performance: the indirect roles of supply chain agility and innovation. International Journal of Physical Distribution & Logistics Management, 51(7), pp.785-812.

[38]Annamalah, S., Aravindan, K.L. and Ahmed, S., 2025. Resilience in the Face of Uncertainty: Navigating Supply Chain Challenges Through Proactive Risk Surveillance and Mitigation Strategies among SMEs in ASEAN countries. F1000Research, 13, p.1037.

[39]Huang, A. and Yang, Y., 2025. FMEA Risk Assessment Method: Integration of Multi-Perspective Weights and Interval Cloud Model with TOPSIS Approach. Expert Systems with Applications, p.128377.

[40]Das, S., Dutta, R. and De, S., 2025. Integrated assessment of supply risks, techno-economic and environmental factors for sustainable hybrid energy systems with emerging storage technologies: A MCDM approach. Applied Energy, 399, p.126519.

[41]He, S., Shi, S., Lin, Z., Lu, Y., Li, H. and You, B., 2025. Risk assessment of coal mine gas explosion based on cloud model and Bayesian network. Reliability Engineering & System Safety, p.111798.

[42]Both, C.M. and Wilhelm, M., 2025. Supply Chain Sustainability Risk Management in the Era of Mandatory Due Diligence: A Literature Review. Journal of Purchasing and Supply Management, p.101083.

[43]Zhang, F. and Song, W., 2022. Sustainability risk assessment of blockchain adoption in sustainable supply chain: An integrated method. Computers & Industrial Engineering, 171, p.108378.

[44]Jia, Y., Liu, Y. and Taghizadeh-Hesary, F., 2025. The nexus among geopolitical risk, metal prices, and global supply chain pressure: Evidence from the TVP-SV-VAR approach. Economic Analysis and Policy, 85, pp.1776-1789.

[45]Nezianya, M.C., Adebayo, A.O. and Ezeliora, P., 2024. A critical review of machine learning applications in supply chain risk management. World Journal of Advanced Research & Reviews, 23(3), pp.1554-1567.

[46]Khan, K., 2025. How do supply chain and geopolitical risks threaten energy security? A time and frequency analysis. Energy, 316, p.134501.

[47]Gao, J., Qin, Q. and Zhou, S., 2025. Spillover effects of US economic policy uncertainty on emerging markets: Evidence from transnational supply chains. Journal of International Financial Markets, Institutions and Money, 100, p.102136.

[48]Fang, Y., Tang, Q. and Wang, Y., 2024. Geopolitical risk and cryptocurrency market volatility. Emerging Markets Finance and Trade, 60(14), pp.3254-3270.

[49]Zhao, Q., Wang, W. and Tao, Y., 2025. Supply chain sustainability and its impact on firm market competitiveness: A perspective based on ESG practices. International Review of Economics & Finance, p.104236.

[50]Ba Awain, A.M.S., Asad, M., Sulaiman, M.A.B.A., Asif, M.U. and Shanfari, K.S.A., 2025. Impact of supply chain risk management on product innovation performance of Omani SMEs: Synergetic moderation of technological turbulence and entrepreneurial networking. Sustainability, 17(7), p.2903.

[51]Swaminathan, K. and Venkitasubramony, R., 2024. Demand forecasting for fashion products: A systematic review. International Journal of Forecasting, 40(1), pp.247-267.

[52]Yan, J., Gui, Q., Jiang, S., Yu, Z., Fernandes, K., Tian, K., Xia, S. and Gong, Y., 2025. How does blockchain application impact on supply chain alliance?. Technovation, 143, p.103199.

[53]Shelar, A., Nile, S.H., Singh, A.V., Rothenstein, D., Bill, J., Xiao, J., Chaskar, M., Kai, G. and Patil, R., 2023. Recent advances in nano-enabled seed treatment strategies for sustainable agriculture: challenges, risk assessment, and future perspectives. Nano-Micro Letters, 15(1), p.54.

[54]Aljohani, A., 2023. Predictive analytics and machine learning for real-time supply chain risk mitigation and agility. Sustainability, 15(20), p.15088.

[55]AlZayani, F., Mohammed, A. and Shoaib, H.M., 2024. The impact of smart technologies on SMEs’ sustainability: the mediation effect of sustainability strategy. Competitiveness Review: An International Business Journal, 34(1), pp.28-50.

[56]Farazi, M.Z.R., 2025. Building Agile Supply Chains with Supply Chain 4.0: A Data-Driven Approach to Risk Management. The American Journal of Engineering and Technology, 7(03), pp.21-34.

[57]Ghanbari, H., Shabani, M., Mohammadi, E. and Seiti, H., 2025. A Comprehensive Bibliometric Review of Digitalization Impacts on Supply Chain Risk Management. Supply Chain Analytics, p.100165.

[58]Hasan, N., Ahmed, N. and Ali, S.M., 2024. Improving sporadic demand forecasting using a modified k-nearest neighbor framework. Engineering Applications of Artificial Intelligence, 129, p.107633.

[59]Jahin, M.A., Naife, S.A., Saha, A.K. and Mridha, M.F., 2023. Ai in supply chain risk assessment: A systematic literature review and bibliometric analysis. arXiv preprint arXiv:2401.10895.

[60]Berger, N., Schulze-Schwering, S., Long, E. and Spinler, S., 2023. Risk management of supply chain disruptions: An epidemic modeling approach. European Journal of Operational Research, 304(3), pp.1036-1051.

[61]Chepkwemoi, A.N., Oteki, E.B. and Otieno, R.J., 2025. Role of supply chain risk management on operational performance of manufacturing firms in Nairobi City County, Kenya.

[62]de Oliveira, U.R., Brasil, T.F., Aprigliano, V., Santos, C.R.D. and Lima, G.B.A., 2025. Evaluation of ISO 31010 Techniques for Supply Chain Risk Management in Automotive Suppliers. Applied Sciences, 15(8), p.4169.

[63]Egila, A.E., Kamal, M.M., Kumar Mangla, S., Rich, N. and Tjahjono, B., 2025. Highly reliable organisations and sustainability risk management: safety cultures in the Nigerian oil and gas supply chain sector. Business Strategy and the Environment, 34(2), pp.2680-2701.

[64]Elmsalmi, M., Hachicha, W. and Aljuaid, A.M., 2021. Prioritization of the best sustainable supply chain risk management practices using a structural analysis based-approach. Sustainability, 13(9), p.4608.

[65]Hosseini Shekarabi, S.A., Kiani Mavi, R. and Romero Macau, F., 2025. Supply chain resilience: A critical review of risk mitigation, robust optimisation, and technological solutions and future research directions. Global Journal of Flexible Systems Management, 26(3), pp.681-735.

[66]Ikasari, D.M., Suef, M. and Vanany, I., 2025. A Bibliometric Analysis of Risk Management and Sustainability in the Agri-Food Supply Chain: Future Directions. Engineering Proceedings, 84(1), p.13.

[67]Jidda Jidda, D., Zhen, L., Ashraf, S.F., Nasir, A. and Amoako, T., 2025. Value of Enterprise Risk Management Integration and Supply Chain Performance: Mediating Role of Firm’s Resilience Capability. SAGE Open, 15(1), p.21582440241305618.

[68]Kalla, C., Scavarda, L.F. and Hellingrath, B., 2025. Integrating supply chain risk management activities into sales and operations planning. Review of Managerial Science, 19(2), pp.467-497.

[69]Khan, M.A., Saqib, S., Alyas, T., Rehman, A.U., Saeed, Y., Zeb, A., Zareei, M. and Mohamed, E.M., 2020. Effective demand forecasting model using business intelligence empowered with machine learning. IEEE access, 8, pp.116013-116023.

[70]Li, J., Zhang, Y., Fang, H. and Fang, S., 2023. Risk evaluation of photovoltaic power systems: An improved failure mode and effect analysis under uncertainty. Journal of Cleaner Production, 414, p.137620.

[71]Löffel, M., Schmidt, C.G. and Wagner, S.M., 2025. Supply chain risk management for humanitarian aid delivery: risk identification and contingency analysis. The International Journal of Logistics Management, 36(1), pp.225-258.

[72]Long, Y., Yang, Y., Feng, T., Cheng, Y. and Farooq, S., 2025. Green supply chain integration, lean management, and manufacturers’ performance: role of supply chain risk management. Total Quality Management & Business Excellence, 36(5-6), pp.369-394.

[73]Machfudiyanto, R.A., Humang, W.P., Kamil, I., Latief, Y., Wahjuningsih, N. and Putra, Y.Y.A., 2025. Enhancing Small-Scale LNG supply Chains: Risk mitigation strategies and frameworks for archipelagic distribution. Cleaner Logistics and Supply Chain, 16, p.100249.

[74]Minguito, G. and Banluta, J., 2023. Risk management in humanitarian supply chain based on FMEA and grey relational analysis. Socio-economic planning sciences, 87, p.101551.

[75]Munir, M.A., Hussain, A., Farooq, M., Rehman, A.U. and Masood, T., 2024. Building resilient supply chains: Empirical evidence on the contributions of ambidexterity, risk management, and analytics capability. Technological Forecasting and Social Change, 200, p.123146.

[76]Ordibazar, A.H., Hussain, O.K., Chakrabortty, R.K., Irannezhad, E. and Saberi, M., 2025. Artificial intelligence applications for supply chain risk management considering interconnectivity, external events exposures and transparency: a systematic literature review. Modern Supply Chain Research and Applications, (ahead-of-print).

[77]Ouarrak, Y.E., Derrouiche, R. and Hmioui, A., 2025. Big Data Analytics and Supply Chain Risk Management: scientometric mapping based on the Scopus database. LogForum, 21(2).

[78]Piprani, A.Z., Jaafar, N.I., Ellahi, R.M., Watabe, M., Islam, M.A. and Najmi, A., 2025. Supply Chain Mapping for High Risk Environment: Industry 4.0 and the Quest for Resilient and Sustainable Supply Chains. Sustainable Development.

[79]Plakantara, S.P. and Karakitsiou, A., 2025, August. Transforming Agrifood Supply Chains with Digital Technologies: a Systematic Review of Safety and Quality Risk Management. In Operations Research Forum (Vol. 6, No. 3, p. 113). Cham: Springer International Publishing.

[80]Reshad, A.I., Biswas, T., Agarwal, R., Paul, S.K. and Azeem, A., 2023. Evaluating barriers and strategies to sustainable supply chain risk management in the context of an emerging economy. Business strategy and the environment, 32(7), pp.4315-4334.

[81]Rohaninejad, M., Janota, M. and Hanzálek, Z., 2023. Integrated lot-sizing and scheduling: Mitigation of uncertainty in demand and processing time by machine learning. Engineering Applications of Artificial Intelligence, 118, p.105676.

[82]Shekarian, M. and Mellat Parast, M., 2021. An Integrative approach to supply chain disruption risk and resilience management: a literature review. International Journal of Logistics Research and Applications, 24(5), pp.427-455.

[83]Smith, C. and Fatorachian, H., 2025. Strengthening supply chain risk management: Unveiling opportunities through the lens of behavioral economics and organizational culture. Procedia Computer Science, 253, pp.124-133.

[84]Stephen, G., 2025. Business Continuity and Risk Mitigation in the Pharmaceutical Industry: Strengthening Supply Chains for Pandemic Preparedness. International Journal of Scientific Research and Management (IJSRM), 13(02), pp.8398-8412.

[85]Sumrit, D., 2025. Unveiling the effects of big data analytic capability on improving healthcare supply chain resilience: An integrated MCDM with spherical fuzzy information approach. Results in Engineering, 25, p.104499.

[86]Sutrisno, A. and Kumar, V., 2023. Supply chain sustainability risk assessment model using integration of the preference selection index (PSI) and the Shannon entropy. International journal of quality & reliability management, 40(3), pp.674-708.

[87]Thi Binh An, D., Nguyen, T.T.B. and Truong Quang, H., 2024. Service-oriented supply chain: what do we know about its risks?. International Journal of Logistics Research and Applications, 27(11), pp.2021-2048.

[88]Tsang, Y.P., Choy, K.L., Wu, C.H., Ho, G.T., Lam, C.H. and Koo, P.S., 2018. An Internet of Things (IoT)-based risk monitoring system for managing cold supply chain risks. Industrial Management & Data Systems, 118(7), pp.1432-1462.

[89]Ventura, L., Martín-Jimenez, I. and Gallego-Garcia, M., 2025. A Risk Management Framework to Enhance Environmental Sustainability in Industrial Symbiosis Ecosystems. Sustainability, 17(6), p.2604.

[90]Wang, Y., Zhou, B., Zhang, C., Or, S.W., Gao, X. and Da, Z., 2024. A Hybrid Data and Knowledge Driven Risk Prediction Method for Distributed Photovoltaic Systems Considering Spatio-Temporal Characteristics of Extreme Rainfalls. IEEE Transactions on Industry Applications.

[91]Yaghoubi, E., Yaghoubi, E., Maghami, M.R. and Jahromi, M.Z., 2025. Comprehensive technical risk indices and advanced methodologies for power system risk management. Electric Power Systems Research, 244, p.111534.

[92]Yang, C., Tian, K. and Gao, X., 2025. Supply chain resilience: Measure, risk assessment and strategies. Fundamental Research, 5(2), pp.433-436.

[93]Yun, N.Y. and Ülkü, M.A., 2023. Sustainable supply chain risk management in a climate-changed world: Review of extant literature, trend analysis, and guiding framework for future research. Sustainability, 15(17), p.13199.

[94]Zheng, L.J., Islam, N., Zhang, J.Z., Behl, A., Wang, X. and Papadopoulos, T., 2025. Aligning risk and value creation: a process model of supply chain risk management in geopolitical disruptions. International Journal of Operations & Production Management, 45(5), pp.1178-1210.

[95]Zhou, H., Wang, Q. and Yang, Q., 2025. How does digitalisation influence supply chain performance? Evidence from a supply chain risk management perspective. International Journal of Logistics Research and Applications, 28(3), pp.325-343.

[96]Zhu, X.X., Zhu, J., Regan, D. and Wen, Z.M., 2025. Exploring cascading failures in supply chain risk management: A systematic review, 2013-2024. Journal of Safety Science and Resilience, p.100234.