Each day, semiconductors made in Japan are flown to Taiwan. There, integrated circuit manufacturers ply their trade. The fabricated circuit boards are then air-shipped to China, where they are assembled to make finished computers. Those are then rushed to end markets in the U.S., Europe, and elsewhere for distribution and sale.
Logistics symphonies such as this, part of what is known as the "Global Value Chain" (GVC), are conducted millions of times each year. The orchestras are composed of thousands of suppliers and manufacturers. According to the World Trade Organization (WTO), about $20 trillion in global trade, or 49 percent of the world total, was moved using a GVC model during 2011, the most recent year for which the group had verifiable data. That compared with 36 percent in 1995, WTO said at the time.
The GVC approach eschews the model of centralized development, production, and assembly in one country in favor of specifically defined tasks assigned to different countries, whose companies add value as the product moves through each step of the process. This enables multinational companies to source work to countries with labor forces specializing in a specific skill, such as hard-drive manufacturers in Thailand.
By leveraging each trading partner's unique strengths, the theory goes, the process can yield better quality at a competitive overall cost. That's why multinational companies favor the GVC model even though they will bear higher shipping costs and could incur some logistical and bureaucratic headaches. As time in transit is crucial to a GVC's success, many parts must be shipped by air, the only mode capable of covering long distances in short timeframes. If a GVC is properly executed, higher transport charges will be offset by the speed with which goods hurtle between far-flung locales, eliminating the need to maintain costly buffer inventory.
BRINGING IN THE DATA
GVCs have been around since the 1980s, albeit under different names. Then, as now, the goods moved by air. However, there has never been a concerted effort to quantify the connection between the model and the mode. That was until the International Air Transport Association (IATA), the global airline trade group, published a study last December that, for the first time, put numbers behind air's importance in making GVCs work and how the mode's involvement elevates trade activity throughout the world.
The study, commissioned by IATA and prepared by consultancy Developing Trade Consultants, examined trade flows in developed and developing countries to create an "Air Connectivity Index," which measures the number of cargo-carrying flights between two countries. According to the report, a 1-percent rise in the index is associated with a 6.3-percent increase in global trade by value. What's more, a 1-percentage-point increase in the index is associated with a 2.9-percent rise in GVC participation, the report found.
Perhaps most important given the industry's tardy but now-vigorous efforts to introduce more digitization into its operations, the report found that every 1-percentage-point rise in a separate index that gauges improvements in digital processes was associated with a 2.3-percent rise in the value of world trade. In 2006, IATA began an initiative called "e-freight" to replace paper-document handoffs with the electronic exchange of data and messages. The following year, it laid the groundwork for an "e-air waybill," which would replace the paper air waybill with an electronic data interchange (EDI)-based digital agreement between an airline and freight forwarder. By the end of 2016, e-air waybills were expected to be deployed on 56 percent of what IATA classifies as "legally feasible" trade lanes.
IATA officials cautioned that the speed of air transport and continuing IT improvements are not the end games in expanding the role of GVCs. "Digitization is not a goal in and of itself. But when done right, it can help achieve a seamless service," said George Anjaparidze, an IATA senior economist who spearheaded the project. Even more important, IATA officials stressed, is the drive to streamline and harmonize customs clearance processes to, in the report's words, "allow air transport to capitalize on its key advantage of speed."
In a phone interview, Anjaparidze said that "it is critical that the seamlessness extends to the customs agencies" for GVCs to work effectively. Some countries—usually developed ones—have gone beyond the base requirements for improving their clearance processes, while others continue to lag, he said.
A big step in harmonization efforts occurred in late January when the United Nations Conference on Trade and Development (UNCTAD) integrated IATA's cargo-messaging standards into the UNCTAD automated system, which is used by 90 countries to support their customs procedures. The adoption of the IATA standards, known as "Cargo-XML," synchronizes the electronic communications between airlines and customs authorities in the 90 countries, the airline group said.
The partnership means that all aircargo stakeholders in the countries following the UNCTAD system "can now talk the same digital language," said Glyn Hughes, IATA's global head of cargo.
STAYING APOLITICAL
GVCs don't have the politically fueled visibility of finished-goods trade, which is a good thing for stakeholders. The typical trade dispute is fought between two countries over specific finished products. By contrast, a GVC encompasses multiple countries and a myriad of components, each of which is essential to bringing finished products to market. Because so many trading partners are involved, introducing trade friction would likely shake global commerce far more than a high-profile dispute over one or two finished commodity types, experts warn.
That GVCs have not become political footballs is also a good thing for the aircargo sector, which has sought a catalyst to drive sustained growth since the Internet and telecom buildout of the 1990s crashed at the turn of the century, taking with it a multitude of businesses that were frequent users of air. For the past 17 years, the sector has struggled to overcome various obstacles, chief among them profound changes in supply chain design and execution that reduced the demand for the intercontinental fast-cycle sourcing, manufacturing, and distribution model that could be managed only through the skies.
IATA did not create the project to tout air cargo's value in supporting GVCs, Anjaparidze said. Instead, it was an effort to "understand how trade characteristics have evolved" through the years, he said. If it is assumed that GVCs cannot work without a well-honed aircargo network, then there are worse futures the beleaguered industry can hang its hat on.
Economic activity in the logistics industry expanded in November, continuing a steady growth pattern that began earlier this year and signaling a return to seasonality after several years of fluctuating conditions, according to the latest Logistics Managers’ Index report (LMI), released today.
The November LMI registered 58.4, down slightly from October’s reading of 58.9, which was the highest level in two years. The LMI is a monthly gauge of business conditions across warehousing and logistics markets; a reading above 50 indicates growth and a reading below 50 indicates contraction.
“The overall index has been very consistent in the past three months, with readings of 58.6, 58.9, and 58.4,” LMI analyst Zac Rogers, associate professor of supply chain management at Colorado State University, wrote in the November LMI report. “This plateau is slightly higher than a similar plateau of consistency earlier in the year when May to August saw four readings between 55.3 and 56.4. Seasonally speaking, it is consistent that this later year run of readings would be the highest all year.”
Separately, Rogers said the end-of-year growth reflects the return to a healthy holiday peak, which started when inventory levels expanded in late summer and early fall as retailers began stocking up to meet consumer demand. Pandemic-driven shifts in consumer buying behavior, inflation, and economic uncertainty contributed to volatile peak season conditions over the past four years, with the LMI swinging from record-high growth in late 2020 and 2021 to slower growth in 2022 and contraction in 2023.
“The LMI contracted at this time a year ago, so basically [there was] no peak season,” Rogers said, citing inflation as a drag on demand. “To have a normal November … [really] for the first time in five years, justifies what we’ve seen all these companies doing—building up inventory in a sustainable, seasonal way.
“Based on what we’re seeing, a lot of supply chains called it right and were ready for healthy holiday season, so far.”
The LMI has remained in the mid to high 50s range since January—with the exception of April, when the index dipped to 52.9—signaling strong and consistent demand for warehousing and transportation services.
The LMI is a monthly survey of logistics managers from across the country. It tracks industry growth overall and across eight areas: inventory levels and costs; warehousing capacity, utilization, and prices; and transportation capacity, utilization, and prices. The report is released monthly by researchers from Arizona State University, Colorado State University, Rochester Institute of Technology, Rutgers University, and the University of Nevada, Reno, in conjunction with the Council of Supply Chain Management Professionals (CSCMP).
"After several years of mitigating inflation, disruption, supply shocks, conflicts, and uncertainty, we are currently in a relative period of calm," John Paitek, vice president, GEP, said in a release. "But it is very much the calm before the coming storm. This report provides procurement and supply chain leaders with a prescriptive guide to weathering the gale force headwinds of protectionism, tariffs, trade wars, regulatory pressures, uncertainty, and the AI revolution that we will face in 2025."
A report from the company released today offers predictions and strategies for the upcoming year, organized into six major predictions in GEP’s “Outlook 2025: Procurement & Supply Chain.”
Advanced AI agents will play a key role in demand forecasting, risk monitoring, and supply chain optimization, shifting procurement's mandate from tactical to strategic. Companies should invest in the technology now to to streamline processes and enhance decision-making.
Expanded value metrics will drive decisions, as success will be measured by resilience, sustainability, and compliance… not just cost efficiency. Companies should communicate value beyond cost savings to stakeholders, and develop new KPIs.
Increasing regulatory demands will necessitate heightened supply chain transparency and accountability. So companies should strengthen supplier audits, adopt ESG tracking tools, and integrate compliance into strategic procurement decisions.
Widening tariffs and trade restrictions will force companies to reassess total cost of ownership (TCO) metrics to include geopolitical and environmental risks, as nearshoring and friendshoring attempt to balance resilience with cost.
Rising energy costs and regulatory demands will accelerate the shift to sustainable operations, pushing companies to invest in renewable energy and redesign supply chains to align with ESG commitments.
New tariffs could drive prices higher, just as inflation has come under control and interest rates are returning to near-zero levels. That means companies must continue to secure cost savings as their primary responsibility.
Specifically, 48% of respondents identified rising tariffs and trade barriers as their top concern, followed by supply chain disruptions at 45% and geopolitical instability at 41%. Moreover, tariffs and trade barriers ranked as the priority issue regardless of company size, as respondents at companies with less than 250 employees, 251-500, 501-1,000, 1,001-50,000 and 50,000+ employees all cited it as the most significant issue they are currently facing.
“Evolving tariffs and trade policies are one of a number of complex issues requiring organizations to build more resilience into their supply chains through compliance, technology and strategic planning,” Jackson Wood, Director, Industry Strategy at Descartes, said in a release. “With the potential for the incoming U.S. administration to impose new and additional tariffs on a wide variety of goods and countries of origin, U.S. importers may need to significantly re-engineer their sourcing strategies to mitigate potentially higher costs.”
Grocers and retailers are struggling to get their systems back online just before the winter holiday peak, following a software hack that hit the supply chain software provider Blue Yonder this week.
The ransomware attack is snarling inventory distribution patterns because of its impact on systems such as the employee scheduling system for coffee stalwart Starbucks, according to a published report. Scottsdale, Arizona-based Blue Yonder provides a wide range of supply chain software, including warehouse management system (WMS), transportation management system (TMS), order management and commerce, network and control tower, returns management, and others.
Blue Yonder today acknowledged the disruptions, saying they were the result of a ransomware incident affecting its managed services hosted environment. The company has established a dedicated cybersecurity incident update webpage to communicate its recovery progress, but it had not been updated for nearly two days as of Tuesday afternoon. “Since learning of the incident, the Blue Yonder team has been working diligently together with external cybersecurity firms to make progress in their recovery process. We have implemented several defensive and forensic protocols,” a Blue Yonder spokesperson said in an email.
The timing of the attack suggests that hackers may have targeted Blue Yonder in a calculated attack based on the upcoming Thanksgiving break, since many U.S. organizations downsize their security staffing on holidays and weekends, according to a statement from Dan Lattimer, VP of Semperis, a New Jersey-based computer and network security firm.
“While details on the specifics of the Blue Yonder attack are scant, it is yet another reminder how damaging supply chain disruptions become when suppliers are taken offline. Kudos to Blue Yonder for dealing with this cyberattack head on but we still don’t know how far reaching the business disruptions will be in the UK, U.S. and other countries,” Lattimer said. “Now is time for organizations to fight back against threat actors. Deciding whether or not to pay a ransom is a personal decision that each company has to make, but paying emboldens threat actors and throws more fuel onto an already burning inferno. Simply, it doesn’t pay-to-pay,” he said.
The incident closely followed an unrelated cybersecurity issue at the grocery giant Ahold Delhaize, which has been recovering from impacts to the Stop & Shop chain that it across the U.S. Northeast region. In a statement apologizing to customers for the inconvenience of the cybersecurity issue, Netherlands-based Ahold Delhaize said its top priority is the security of its customers, associates and partners, and that the company’s internal IT security staff was working with external cybersecurity experts and law enforcement to speed recovery. “Our teams are taking steps to assess and mitigate the issue. This includes taking some systems offline to help protect them. This issue and subsequent mitigating actions have affected certain Ahold Delhaize USA brands and services including a number of pharmacies and certain e-commerce operations,” the company said.
Editor's note:This article was revised on November 27 to indicate that the cybersecurity issue at Ahold Delhaize was unrelated to the Blue Yonder hack.
The new funding brings Amazon's total investment in Anthropic to $8 billion, while maintaining the e-commerce giant’s position as a minority investor, according to Anthropic. The partnership was launched in 2023, when Amazon invested its first $4 billion round in the firm.
Anthropic’s “Claude” family of AI assistant models is available on AWS’s Amazon Bedrock, which is a cloud-based managed service that lets companies build specialized generative AI applications by choosing from an array of foundation models (FMs) developed by AI providers like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon itself.
According to Amazon, tens of thousands of customers, from startups to enterprises and government institutions, are currently running their generative AI workloads using Anthropic’s models in the AWS cloud. Those GenAI tools are powering tasks such as customer service chatbots, coding assistants, translation applications, drug discovery, engineering design, and complex business processes.
"The response from AWS customers who are developing generative AI applications powered by Anthropic in Amazon Bedrock has been remarkable," Matt Garman, AWS CEO, said in a release. "By continuing to deploy Anthropic models in Amazon Bedrock and collaborating with Anthropic on the development of our custom Trainium chips, we’ll keep pushing the boundaries of what customers can achieve with generative AI technologies. We’ve been impressed by Anthropic’s pace of innovation and commitment to responsible development of generative AI, and look forward to deepening our collaboration."