When we talk about the "bullwhip effect"—the magnification of order fluctuations at each upstream point in a supply chain—we usually are referring to a particular company's experience. But this phenomenon can also play out in a much larger theater. The relationship of the United States and China offers a clear example of how it applies on an international scale.
The bullwhip effect describes a phenomenon in which the impact of fluctuations in orders—and therefore in demand for parts and materials—becomes larger as demand works backward from the customer through to rawmaterial suppliers. It exhibits a "Hayekian" premise, named after Friedrich August von Hayek, the Nobel-prize winning economist who systematized the economics of capital structure, because it carefully considers the different stages of production, from higherorder, more capital-intensive goods to lowerorder goods that are closer to the consumer. Basically, this means that we should observe greater swings in production of the longerlived assets further back in the supply chain.
The bullwhip effect implies that inventories vary more than sales. In a macroeconomic setting, manufacturing sales will vary more than wholesale sales, which in turn will vary more than retail sales. As we move back through the supply chain, from consumer sales to more primary sectors of production such as manufacturing, we are moving further from the final consumer and into domains of greater variation. You can visualize it this way: retail is close to the bullwhip's handle (where action is initiated) and manufacturing is furthest away, down at the end of the whip.
This is easily observed when examining the relationships between manufacturing, wholesale, and retail sales during the past two recessions. (See Figure 1.) Both experimental and econometric evidence suggest that there are behavioral reasons for the bullwhip effect. Accordingly, a downturn in household consumption—even if it is premised on expectations rather than on economic fundamentals—is likely to translate into a larger downturn in manufacturing.
U.S. cutbacks dampen Chinese exports
Since the end of the Cold War, trade flows and the integration of global markets (globalization) have increased at a rapid pace. The entry of China into the World Trade Organization (WTO), along with a shift by India and some other developing countries toward market economies, has increased global trade and hence U.S. dependence on imports for domestic goods consumption. Meanwhile, China's industrial production reached historically high volumes and level of specialization. Anecdotal evidence indicated that certain regions of China were producing 70 to 80 percent of the global production of footwear, clothing, and other final consumer items.
These developments had a significant effect on U.S. supply chain dynamics and on the transportation sector in particular. In early 2003, U.S. imports recovered at an accelerated pace, along with Chinese exports, retail sales, and wholesale sales.
The rapid increase in imports from China had a direct influence on the U.S. domestic supply chain. The West Coast container ports were severely congested with Chinese imports from 2005 through 2007. Because imports were feeding into markets across the United States, they overheated the less-than-truckload (LTL) and intermodal rail systems. Government data, in fact, show that an import that enters the country on the West Coast has a larger impact on the U.S. transportation system than an import received in New York.
The tight relationship between the U.S. supply chain and China underlies a fundamental structural change in the U.S. economy. Harvard professor Niall Ferguson discusses this highly unusual relationship in his important book The Ascent of Money: A Financial History of the World. From the time of the Asian financial crisis in the early 1990s through the beginning of the recent global financial meltdown, there has been a symbiotic relationship between China and the United States, which Professor Ferguson has dubbed "Chimerica" (China + America). The Chinese were building up funds by means of currency interventions and purchases of U.S. debt instruments while Americans were piling on debt, expedited by the spectacular budget and trade deficits in the United States and easy monetary policy set by the Federal Reserve, especially during the critical years following the events of September 11, 2001. In essence, the Chinese were saving while Americans were consuming and spending.
Between the 2001 recession and the current "Great Recession," U.S. retail and wholesale sales growth was fueled by an import-heavy consumption boom. During that period, the level of imports and American retail sales started increasing at an accelerated pace, yet manufacturing sales hardly surpassed their pre2001 peak. When the U.S. economy started showing signs of weakness in the second half of 2007, many economists and industry analysts claimed that China had "decoupled" from the United States and would be less dependent on U.S. business.
However, the decline in Chinese exports in mid2008 proved the decoupling hypothesis to be false. When U.S. consumers curbed their spending during the global financial crisis, the impact on Chinese exports was highly significant. Thousands of mid-sized factories in China went out of business almost overnight, and millions of migrant workers headed back to their home villages. These and other data indicate that supply chain dynamics have become extremely volatile after a prolonged period of moderate volatility. They also make it clear that China remains tied to the U.S. economy; as long as it does so, it will feel the U.S. bullwhip effect.
Worries for "Chimerica"
During the first half of 2009, U.S. retail, wholesale, manufacturing, imports, and Chinese exports all began to rebound. (See Figure 2.) The strength of the Chinese economy also promoted the growth of U.S. exports. But that doesn't mean there is nothing to worry about. In fact, the key questions raised during the height of the Great Recession still await answers: Can Western countries still borrow money to fund their consumption imports, and if so, for how long? Will the world slip into a frenzy of protectionism? Will China become introverted and mimic its inward-looking past?
For now "Chimerica" will continue, as both nations stand to be net beneficiaries of this intricate economic relationship. However, as long as U.S. consumers and businesses continue to save more and reduce debt and the housing and non-residential investment markets remain depressed, U.S. supply chain dynamics are not expected to return to their 2006 peaks. Accordingly, supply chain professionals whose companies do business with China need to understand the bullwhip effect and be prepared to manage the effects of continued demand swings.
IHS Global Insight Inc. is a leading consulting company providing comprehensive economic information and forecasts on countries, regions, and industries with particular expertise in global trade and transportation. IHS Global Insight serves more than 3,800 clients in industry, finance, and government through offices in 13 countries covering North and South America, Europe, Africa, the Middle East, and Asia.
Benefits for Amazon's customers--who include marketplace retailers and logistics services customers, as well as companies who use its Amazon Web Services (AWS) platform and the e-commerce shoppers who buy goods on the website--will include generative AI (Gen AI) solutions that offer real-world value, the company said.
The launch is based on “Amazon Nova,” the company’s new generation of foundation models, the company said in a blog post. Data scientists use foundation models (FMs) to develop machine learning (ML) platforms more quickly than starting from scratch, allowing them to create artificial intelligence applications capable of performing a wide variety of general tasks, since they were trained on a broad spectrum of generalized data, Amazon says.
The new models are integrated with Amazon Bedrock, a managed service that makes FMs from AI companies and Amazon available for use through a single API. Using Amazon Bedrock, customers can experiment with and evaluate Amazon Nova models, as well as other FMs, to determine the best model for an application.
Calling the launch “the next step in our AI journey,” the company says Amazon Nova has the ability to process text, image, and video as prompts, so customers can use Amazon Nova-powered generative AI applications to understand videos, charts, and documents, or to generate videos and other multimedia content.
“Inside Amazon, we have about 1,000 Gen AI applications in motion, and we’ve had a bird’s-eye view of what application builders are still grappling with,” Rohit Prasad, SVP of Amazon Artificial General Intelligence, said in a release. “Our new Amazon Nova models are intended to help with these challenges for internal and external builders, and provide compelling intelligence and content generation while also delivering meaningful progress on latency, cost-effectiveness, customization, information grounding, and agentic capabilities.”
The new Amazon Nova models available in Amazon Bedrock include:
Amazon Nova Micro, a text-only model that delivers the lowest latency responses at very low cost.
Amazon Nova Lite, a very low-cost multimodal model that is lightning fast for processing image, video, and text inputs.
Amazon Nova Pro, a highly capable multimodal model with the best combination of accuracy, speed, and cost for a wide range of tasks.
Amazon Nova Premier, the most capable of Amazon’s multimodal models for complex reasoning tasks and for use as the best teacher for distilling custom models
Amazon Nova Canvas, a state-of-the-art image generation model.
Amazon Nova Reel, a state-of-the-art video generation model that can transform a single image input into a brief video with the prompt: dolly forward.
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.