This shift indicates that companies must place greater focus on building resilient supply chains. Future studies were recommended to build empirical frameworks that harnessed real‐time sensor data to feed into digital twin models, thereby enabling instantaneous, data‐driven decision‐making. While simulation models such as agent‐based or system dynamics provided valuable insights into emergent phenomena (e.g. bullwhip or ripple effects), they often fell short of prescribing optimal policy solutions.

Each article serves as a node in the RFPN method, and connections are made between articles that include the same or similar keywords. Consequently, 294 articles were ultimately retained for detailed bibliometric and network analyses (RFPN and KCON). To minimise the likelihood of missing relevant works, we performed a snowballing procedure on the remaining 291 papers, examining both their reference lists and forward citations.

Geopolitical events, logistical constraints, regulatory changes, and cost volatility have shown that fragile supply chains not only generate delays but also compromise financial results and long-term strategies. A framework for understanding reliability in container shipping networks. Efficiency assessment in European air traffic management – A fundamental analysis of data, models, and methods.

Global Complexity and Interconnectedness

Their expertise, global networks, and operational flexibility help businesses navigate uncertainty while maintaining cargo flow across increasingly complex trade environments. Local market knowledge allows freight forwarders to navigate regulatory changes, port conditions, carrier availability, and infrastructure challenges more effectively. International logistics continues to rely heavily on relationships, communication, and operational experience. They help customers identify alternative transport routes, https://fahzaenterprise.com/how-ecommerce-is-changing-the-freight-forwarding-industry/ adjust shipping schedules, navigate customs complexities, and maintain cargo visibility across multiple regions.

Exploring the critical success factors of a resilient supply chain. Companies are investing heavily in warehouse and transportation technology, yet the critical link between the two still relies… Today’s supply chain management software is evolving into an intelligent orchestration https://ishanmishra.in/the-complete-overview-of-quickbooks-enterprise-and-erp-solutions/ layer, connecting planning, execution and visibility while… In the absence of stability, it’s imperative for shippers to build resilient supply chains that can perform in any market condition.

Why is supply chain resilience important?

Reliable delivery performance, even in difficult times, strengthens customer trust and loyalty. Research findings show that companies with high resilience in logistics achieve product development cycles up to 60 percent shorter and can expand production capacity up to 25 percent faster. When companies trust the stability of their supply chains, they can invest more boldly in innovation and growth. Modern businesses use digital platforms to identify suppliers down to the third or even fourth tier. Globalisation has indeed brought cost advantages, but it has also increased the vulnerability of supply chains. The importance of resilient logistics systems has increased exponentially in recent years.

• For instance, if a cluster of papers emerges in RFPN on ‘resilience for closed-loop supply chains’, KCON might reveal that these same papers frequently share the keywords ‘circular economy’ and ‘robust optimisation’, showing a methodological synergy.
• From a general view, stochastic programming is a technique for optimising decision-making in uncertainty.
• This unpredictability significantly complicates planning and decision‐making processes, especially in today’s globally interconnected and dynamic markets (Chen et al., 2024b; Simard et al., 2024).
• Comparative studies examining centralised versus distributed digital twin architectures could have provided crucial insights into how these technologies impacted response times, cost efficiency, and overall resilience.
• The concept of supply chain management (#70) is broadened by an all-encompassing framework that examines the full range of internal and external factors influencing a company’s resilience (#138) (Pettit et al., 2019).
• He has more than 15 years of experience split between the two sectors with roles in industry, academia, and government.