The Impact of Geopolitical Events on Global Supply Chains
However, establishing the superiority of one over the others is unfeasible due to the problem’s structure and its type of uncertainty, as the model can accommodate any of them. From a general view, stochastic programming is a technique for optimising decision-making in uncertainty. Depending on the type of problem and the degree of uncertainty, stochastic programming can employ a variety of optimisation techniques. Standard techniques include sample average approximation (SAA), stochastic gradient descent, stochastic dual dynamic programming, LP, MILP, and NLP.
What are the benefits of supply chain risk management?
The second-rated cause of disruption was cyber-attacks, with adverse weather and natural disaster events taking third place. Most organizations identified their main cause of disruption as being in the first two tiers of their supply chains. This year’s research has found that almost 80% of organizations’ supply chains were disrupted over the past twelve months, with most experiencing between one and ten disruptions. This is an increase on the previous year’s disruption levels and that, despite the good practices many organizations are now following, more needs to be done to ensure supply chains are more resilient to shocks. The Export-Import Bank of the United States (EXIM) is the nation’s official export credit agency with the mission of supporting American jobs by facilitating U.S. exports. To advance American competitiveness and assist U.S. businesses as they compete for global sales, EXIM offers financing including export credit insurance, working capital guarantees, loan guarantees, and direct loans.
Building Operational Resilience at a Luxembourg Hospital
Streamline application management and get AI-generated insights that you can act on by using IBM Concert, a generative AI-driven technology automation platform. Get a 360° view of your application environment, identify vulnerabilities faster and use generative AI insights to act on critical risks. By fully assessing risk, companies are in a better position to make decisions that align with their goals and values. Products like semiconductors, steel, and plastic components often become unavailable during crises. Predict future disruptions and gain a competitive edge with the combined power of generative AI and cloud computing. The next generation of resilient manufacturing systems will not simply be larger, slower, or more inventory-heavy.
Supply Chain Management and Resilience, and its impact on the wider GRC
Driver fatalities involving large commercial vehicle collisions now exceed pre-pandemic levels. Government policies such as the European Union’s (EU) General Safety Regulation (GSR) require enterprises to integrate enhanced driver assistance features in trucks and buses. Concurrently, organizations exporting to EU countries must plan for enhanced supply chain traceability through the use of Digital Product Passports (DPPs). Governments aim to ensure that products use eco-friendly designs and minimize counterfeits.
Semiconductor-related policies, aimed at fostering innovation, economic and national security, and broader growth, have been announced and are being implemented by the US, EU, Mainland China, Taiwan, South Korea, Japan, and India, among other countries. In our latest report, “Emerging Resilience in the Semiconductor Supply Chain,” we explore how the semiconductor industry is beginning to improve resilience through geographic diversification. By using AI, IBM Concert uncovers crucial insights about your operations and provides application-specific recommendations for improvement.
- The KCON analysis that follows is helpful in identifying potential themes of research.
- Systems that continuously monitor supplier performance metrics (such as quality, delivery and capacity) can help identify issues early and maintain a high level of service from suppliers.
- Supply chain network design is a fundamental strategic concern, while mathematical modelling and uncertainty are indispensable to advanced supply chain decision-making processes.
- For example, foreign auto companies in the electric vehicle (EV) segment invested more than $35 billion in the US from 2021 through 2024.
About 60% of new automation deployments in 2026 will involve Autonomous Mobile Robots (AMRs), signaling a shift toward fully integrated operations. Automation, Artificial Intelligence (AI), Cybersecurity, Industry 4.0, and workforce transformation no longer sit on the sidelines—they define the future of logistics and operations. Global investment in Digital Transformation will reach $3.4 trillion in 2026, with Supply Chain modernization among the top priorities. We project $2.3 trillion in new investment in wafer fabrication between 2024–2032, compared with $720 billion in the 10 years prior. Moreover, these investments are being made in ways markedly different from recent history.
Resilience is no longer about redundancy—it is about optionality built into design and supplier networks. 98% report material cost pressures affecting sourcing strategies, forcing moderate to major adjustments across industries including MedTech (90%), Climate Tech (88%), EV (86%), and Robotics (85%). In 2026, 81% of leaders say supplier sourcing and management is too time-consuming and costly, up from 73% the year before. Complexity is expanding across custom and standard mechanical components, and the coordination burden is rising. Year-over-year, AI deployment in supply chain management rose by 18 percentage points, the single largest increase in functional adoption.
- The major healthcare distributors are integrating real-time inventory tracking systems to supplier performance dashboards to predict disruptions before they affect clinical availability.
- KPMG LLP is the US firm of the KPMG global organization of independent professional services firms providing Audit, Tax and Advisory services.
- Unlike traditional risk management, which often focuses on prevention and contingency plans, modern resilience strategies are adaptive by design.
- These methods allow managers to simulate multiple scenarios and develop strategies that perform well under worst-case conditions (Zhang et al., 2024).
- Certain services may not be available to attest clients under the rules and regulations of public accounting.
Sustainability: from obligation to advantage
The regret is defined as the difference between the optimal value of the objective function and the accurate value that is actually made, given the uncertainty in the model. The concept of min–max https://bicyclepotential.org/blog/fast-and-reliable-bike-shipping-services-in-nyc regret, which originates from decision theory, is frequently employed to derive solutions that protect against parameter fluctuations. The min–max criterion is focused on generating solutions that exhibit optimal performance under the worst-case scenarios.
Building Capabilities That Strengthen Organizational Advantage
Ransomware incidents force companies offline, delaying shipments https://northfloridahouse.com/journey-to-egypt-a-complete-travel-companion.html and creating customer dissatisfaction. Businesses relying on cloud-based platforms must invest in cybersecurity protections. Major disruptions result in delayed deliveries, reduced product availability, and rising prices. Supply chain disruptions have become more than just industry talk—they’re now everyday realities with direct consequences for businesses, customers, and the global economy. Companies are moving toward integrated, AI-powered platforms that provide visibility, coordination, and real-time decision-making across the supply chain. One approach to shared capacity involves relying more on contract manufacturers, much as the electronics and pharmaceutical industries have done for decades.
Efficient Management of Supply Chain Risks in the Digital Age: A Theoretical Approach
Constantly prepared with various contingency strategies, a supply chain resilience can quickly implement the optimal solution when risks arise (Akbari & Karimi, 2015; Lotfi et al., 2021). This synergy between robust optimisation and real-time analytics not only enhances the ability to absorb shocks but also facilitates rapid recovery and adaptation, ensuring long-term competitiveness and sustainability (Zhuo et al., 2021). This more comprehensive approach has revealed that the primary source of disruptions for most organizations lies within the first two tiers of their supply chain, with extreme weather events being one of the leading causes of disruption. 26.6% of organizations experienced adverse weather and natural disaster effects on their supply chain over the past twelve months.
