U.S. business inventories have behaved erratically for the first half of the 2020s. However, leading indicators suggest that 2024 will see a return to peak shipping season and more traditional inventory cycles.
Dr. Zac Rogers is an associate professor of supply chain management at Colorado State University's College of Business. He is a co-author of the monthly Logistics Managers’ Index.
“The reports of my death have been greatly exaggerated.” Mark Twain said this about himself in 1897, but 127 years later the same sentiment could be applied to the concept of just-in-time (JIT) inventory management.
During the supply chain crunch of 2020–2021, firms struggled to build up inventories sufficient to meet demand. This led to speculation that firms should move away from JIT management and toward a just-in-case (JIC) model. The subsequent rapid buildup of inventories then resulted in the opposite problem in 2022. Inventories spiked up to near-record levels, and measures needed to be taken to reduce inventories, leading directly to the contraction of U.S. gross domestic product (GDP) in Q2 of that year. It took over a year to correct the inventory overages, meaning the traditional peak season did not materialize in 2023, as firms continued to run inventories down.
Taken altogether, the 2020s have seen firms abandon traditional inventory cycles. However, this no longer seems to be the case in 2024.
A return to peak
The Inventory Levels and Inventory Costs Indices show a return to more traditional inventory cycles.
Zachary S. Rogers/Logistics Managers' Index
This shift back to more traditional inventory cycles is evident in Figure 1, which displays the Inventory Levels (orange line) and Inventory Costs (green line) indices from the monthly Logistics Managers’ Index (LMI) for August 2022 to August 2024. (These are both diffusion indices, so any number above 50 represents expansion, and any number below 50 represents contraction.)
After three months of contraction throughout the summer of 2024, Inventory Levels expanded with a reading of 55.7 in August. When compared to the last two years, this is a good sign. In August of 2022, firms still had too much inventory left over from early in the year, and there was no peak season. In August of 2023, inventories were being run down due to high costs and the anticipation of weak consumer demand. Once again, there was no true peak season.
August of 2024 seems to be telling a different story. After truly leaning out over the last 18 months, firms are bringing goods in at an accelerated pace. (See, for example, the record levels of twenty-foot equivalent units (TEUs) coming into the ports of Los Angeles and Long Beach and the Port of New York and New Jersey.) The gradual increase in inventory levels in August and September suggests that firms are anticipating strong consumer demand in Q4.
A lot of the inventory that has passed through the ports is currently being held upstream in places like the Inland Empire, California; Western Phoenix, Arizona; and Las Vegas, Nevada. However, the majority of it did not reach retailer shelves until well into September. The August increase in overall inventory levels was primarily driven by upstream firms like manufacturers, wholesalers, distributors, and logistics service providers. These upstream firms reported a robust inventory growth reading of 59.4, significantly higher than the slight contraction of 46.3 reported by downstream retailers. This only shifted in September, when retailers began to build inventories for the first time since spring. The difference between upstream and downstream inventory levels suggests that JIT inventory management practices are alive and well in the retail industry. Essentially, inventory is being held at upstream central locations, while retail stores are keeping a minimal amount of inventory on hand and are depending on fast replenishment from partners.
Both upstream inventory growth and downstream inventory contraction are reflected in the continued expansion of inventory prices, represented by the green line in Figure 1. Upstream inventory costs are up due to the high levels of inventory upstream companies are storing. Downstream inventory costs are up because, despite the low overall levels of goods retailers are currently holding, recent reports have shown that retail sales are up this summer, suggesting that retailers are constantly shipping in new goods. Doing so enables them to turn their lean inventories over quickly (a key tenet of classic JIT practices), but it also pushes up transportation and overall costs, which is why inventory prices are also up.
The average "retail inventory to sales" ratio is currently lower than it was pre-pandemic.
Macrolevel data suggests that retail inventory-to-sales ratios are actually leaner than they were pre-COVID (see Figure 2). Inventory-to-sales ratios are a measure of the value of inventory carried relative to the value of sales. Higher values indicate that inventory is high relative to sales and vice versa. Figure 2 shows that in the five years before COVID lockdowns, U.S. retailers maintained an average inventory-to-sales ratio of 1.47, with minimal variation (represented by the dashed gold line). From 2020 to 2022, however, inventory-to-sales ratios varied greatly. Then starting in July of 2022, inventory-to-sales ratios reached a “new normal,” averaging around 1.28 for the next two years. This new normal reflects retailers’ commitment to maintaining lower inventories in an attempt to keep costs down. The lower inventory levels also reflect retailers’ confidence that enough slack exists in the freight industry for them to be able to receive orders quickly.
That slack will not last long. Respondents to the LMI survey predict that an increasing volume of this inventory will soon begin trickling downstream to retailers, and as it does, freight capacity will likely tighten up. This is good news for carriers. After two years of contraction, the freight market has been trending up throughout 2024, and we expect to see a return to seasonal movements of Q4 inventory. This month's report strongly suggests that—barring any unforeseen disruption—peak freight season and traditional holiday spending should be back in 2024.
LMI respondents also predict that the Inventory Level index will expand to a reading of 61.0 over the next 12 months. Similar to what we’re seeing now, this will be primarily driven by bustling activity upstream (63.8) and lean, frequently turning inventories (51.7) downstream. A reading of 50.0 indicates no movement, so the fact that retailers are planning for inventory levels at 51.7 over the next year is a clear statement of intent to pursue JIT policies in 2025.
Part of this increase in upstream inventories is likely reflective of the Federal Reserve’s announced (and through mid-September partially carried out) plan to cut federal funds rates. There is anecdotal evidence that manufacturers have been “keeping their powder dry” and not pursuing CapEx spending. As interest rates decrease and cash becomes cheaper, it is likely that activity in the manufacturing and construction will pick up—activity that will require the continued growth of inventories upstream.
Over the last four years, inventory managers have had to deal with a lot of excitement, as stocks swung back forth due to black swan events including COVID, the invasion of Ukraine, and record inflation. Now, at the end of 2024, it appears as if inventory managers are finally seeing a return to normal.
JIT is not dead. Long live JIT.
Author’s note:For more insights like those presented above, see the LMI reports posted the first Tuesday of every month at: www.the-lmi.com.
The logistics process automation provider Vanderlande has agreed to acquire Siemens Logistics for $325 million, saying its specialty in providing value-added baggage and cargo handling and digital solutions for airport operations will complement Netherlands-based Vanderlande’s business in the warehousing, airports, and parcel sectors.
According to Vanderlande, the global logistics landscape is undergoing significant change, with increasing demand for efficient, automated systems. Vanderlande, which has a strong presence in airport logistics, said it recognizes the evolving trends in the sector and sees tremendous potential for sustained growth. With passenger travel on the rise and airports investing heavily in modernization, the long-term market outlook for airport automation is highly positive.
To meet that growing demand, the proposed transaction will significantly enhance customer value by providing accelerated access to advanced technologies, improving global presence for better local service, and creating further customer value through synergies in technology development, Vanderlande said.
In a statement, Nuremberg, Germany-based Siemens Logistics said that merging with Vanderlande would “have no operational impact on ongoing or new projects,” but that it would offer its current customers and employees significant development and value-add potential.
"As a distinguished provider of solutions for airport logistics, Siemens Logistics enjoys a first-class reputation in the baggage and air-cargo handling areas. Together with Vanderlande and our committed global teams, we look forward to bringing fresh impetus to the airport industry and to supporting our customers' business with future-oriented technologies," Michael Schneider, CEO of Siemens Logistics, said in a release.
Five material handling companies have merged into a single entity, forming an Elgin, Illinois-based company called “Systems in Motion” that will function as a tier-one, turnkey material handling integrator, the members said.
The initiative is the culmination of the companies’ close working relationship for the past five years and represents their unified strength. “We recognized that going to market under a cadre of names was not helping our customers understand our complete turn-key services and approach,” Scott Lee, CEO of Systems in Motion, said in a release. “Operating as one voice, and one company, Systems in Motion will move forward to continue offering superior industrial automation.”
Systems in Motion provides material handling systems for warehousing, fulfillment, distribution, and manufacturing companies. The firm plans to complete a rebranded web site in January of 2025.
While the overall commercial real estate industry is under duress with banks and other lenders seizing control of distressed commercial properties at the highest rate in 10 years, there are signs of recovery in the industrial market. Supply is abating, and demand and rental rates are increasing in most U.S. markets. Leading this rebound is the logistics sector which, by and large, has avoided the worst fallout brought about by high interest rates and economic uncertainties.
On the financing front as interest rates stabilize, investors who have been sitting on mountains of cash are starting to spend their money, and the logistics sector continues to be the favored sector of commercial real estate. By contrast, lending volumes across most other real estate assets, especially the ailing office market, have dropped significantly. Rental rate growth in the warehousing sector has also remained relatively strong, adding to its appeal for investors. While more modest than last year’s 20.6% jump in warehouse rental rates, this year’s increase is projected by BizCosts.com to be 7.9%, translating into a national average asking rate of $10.49 per square foot.
New leases, new construction, and improved financials by several key logistics players are clear signs that the warehousing sector is well in the lead of the industrial real estate comeback. Here are some key logistics players and what they are doing to signal that warehousing’s rebound is well underway.
Amazon is back in the market in a major way and is again buying and leasing warehousing properties after undertaking a pause in expansion over the past 18 months. The e-commerce giant has leased, bought, or announced plans for some 20 million square feet of new warehouse space in the U.S. this year, including deals for two distribution warehouses of 1.0 million square feet each in California’s Inland Empire, where vacancy has been on the rise.
Walmart, now the nation’s largest grocer, is constructing a series of new high-tech warehouses around the country as part of a strategy to grow and make its online grocery business more efficient using robotics. Store pickup of groceries and home delivery drove the company’s 22% e-commerce gains in the U.S. during its latest quarter.
Prologis—the San Francisco-based developer—serves as another indicator that warehouse demand is on the upswing. The world’s largest warehouse operator has increased its financial outlook for the year on the heels of a surge in new leasing activity, including major deals with Home Depot and with Amazon.
Warehousing growth sectors
While demand in general is up for warehouses and distribution centers, there are two notable growth areas: the pharmaceutical industry and retail and office conversions.
The pharmaceutical industry is experiencing a major increase in the approval of cell and gene therapies, which require an entirely new level of control and speed in shipment and storage. Many of these therapies have a shorter lifecycle than traditional pharmaceuticals and require a controlled environment to protect them from temperature fluctuations, humidity, light exposure, and contamination.
Today, about one-third of all pharmaceuticals are transported by air, and that amount is on the upswing. This trend is not going unnoticed by warehouse developers, who are planning new and expanded logistics parks serving the aviation and pharmaceutical sectors. In Southern New Jersey, the Los Angeles-based Industrial Realty Group is breaking ground on a 3.5-million-square-foot logistics park next to the Atlantic City International Airport with great demand expected to come from the hundreds of major pharmaceutical companies operating in New Jersey and Eastern Pennsylvania. Similarly, in North Carolina, the state recently allotted $350 million of taxpayer funds to the NC TransPark in Kinston. This facility is planned to complement the state’s huge $41.8 billion pharmaceutical industry, which relies heavily on climate-controlled warehousing and air transport.
Other high-growth warehousing sectors include retail and corporate campus conversions. In particular, former regional mall sites and outdated suburban office parks are being redeveloped into warehouse facilities, leveraging their good highway access and shovel-readiness in terms of utilities and site preparation.
Corporate campus conversions are being seen in states with transitioning economies. For example, many of the pharmaceutical companies located in Connecticut have migrated to New Jersey or the Carolinas. Their former signature corporate sites—like Bristol Myers Squibb’s campus in Wallingford and Sanofi’s research and development center in Meriden—are now slated for major warehouse conversions.
Geographic shifts
Figure 1: Total annual geographically variable operating costs for alternative warehouse locations in Western U.S.
BizCosts.com, 2024
Another key trend affecting the warehousing market is a geographic shift in terms of where companies are looking to locate new facilities.
For example, companies, job creators, and wealth are continuing to exit California at record levels due to the state’s high taxes and difficult regulatory climate—all of which have an especially big impact on the warehousing sector. The state’s new $20 minimum wage for fast-food workers is only the latest bill to create challenges for warehousing operators, who are being forced to increase wages and benefits to remain competitive. Regulators fined Amazon nearly $6 million under California’s Warehouse Quotas Law for failing to give written notices to its warehouse workers of any productivity quotas that apply to them, as well as explanations of any discipline they may face in failing to meet them.
California’s difficult business climate along with a significant shift of cargo back to West Coast ports due to disruptions from the Suez Canal and Panama Canal is generating a high level of interest in alternative warehouse locations in the Western United States.
A 2024 Boyd Co. site selection report identified a series of top warehouse sites in 11 Western states. Selected locations are smaller market cities on or proximate to major interstate highways, which have attractive industrial sites and a precedent for successful warehouse operations. Annual operating costs for these 20 Western cities are ranked in the Figure 1 and range from a high of $15.6 million in Otay Mesa, California, near San Diego, to a low of $12.3 million in Minden, Nevada. Minden is a popular landing spot near Lake Tahoe for companies leaving California’s costly Bay Area that has prime, shovel-ready warehouse sites.
Another geographic shift involves responding to the rise in nearshoring, as companies from around the globe move their operations closer to the U.S. to minimize extended supply chain risks. Mexico has become the top destination for nearshoring, and, for the first time in more than 20 years, has passed China as the leading exporter of goods to the United States. Nuevo León, bordering Central Texas, has become the leading destination in Mexico for nearshoring. The state has attracted some $50 billion during the past year in new manufacturing investment, most near its capital of Monterrey.
The SH 130 Corridor in Central Texas—which links the high-growth Austin and San Antonio markets with Monterrey via superior highway and rail access—houses one of the hottest logistics markets in the country. Texas’ State Highway 130 was built as a high-speed alternative to I-35—one of the most congested interstates in the U.S. and notorious within the logistics community for heavy traffic, frequent accidents, and costly delays. Central Texas counties served by SH 130 are attracting significant new warehouse investment spurred by nearshoring as well as by demand generated by massive new investments by Tesla’s Gigafactory and numerous other new plant startups in the region.
These geographic shifts and developing growth markets are indicative of the dynamic and constantly evolving nature of the warehousing market. The sector’s strategic responses to nearshoring, regulatory pressures, and economic uncertainties are setting the stage for continued growth and transformation. Investors and industry stakeholders alike would be wise to keep a close eye on the market.
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Future warehouse success depends on robot interoperability.
Interest in warehouse robotics remains high, driven by labor pressures and a general desire to further automate distribution processes. Likewise, the number of robot makers also continues to grow. By one count, more than 50 providers exhibited at the big MODEX show in Atlanta in March 2024.
In distribution environments, there is especially strong interest in autonomous mobile robots (AMRs) for collaborative order picking. In this application, the AMR meets pickers at the right inventory location, and the workers then place picks in totes on the robot, which then moves on to another location/picker or off to packing, greatly reducing human travel time.
While the use of robots in distribution is still early in its maturity, for many, if not most, companies, the future is one of heterogeneous robots—different types of bots from different vendors operating in a given facility. With the growth in robotics, these different robots will often need to communicate with each other—either directly or indirectly through use of an integration platform—to automate the flow of information and work. This is broadly termed “interoperability,” and it is an important concept for companies planning warehouse robotics initiatives, with the ultimate goal of achieving a “plug and play” environments where new robots can easily be added to the automation mix and processes adapted over time.
Interoperability example
Why is interoperability important?
Consider the following example. A company buys perhaps 20 AMRs to support collaborative picking. A few years later, additional AMRs are needed to support growth. But now there is another AMR from a different vendor that the company prefers for cost, design, change in stock keeping unit (SKU) attributes, or other factors.
Interoperability will allow a company to keep the AMRs they have and seamlessly add the new AMRs to the mix. Beyond basic integration, a company will want to manage the robots across both vendors in terms of visibility, task assignment, performance measurement, and more, operating as if it’s a single fleet.
That’s a good example of what interoperability is all about.
Are there interoperability standards?
There are some initiatives across the robotics sector to develop cross-vendor integration protocols that will make interoperability much easier. However, these standards, such as VDA5050 (a standardized interface for automated guided vehicles) and the Mass Robotics 2.0 AMR Interoperability Standard, are either not widely used or are still under development.
Many vendors have also started offering support for what is called a “robot operating system” (ROS/ROS2). However, this is a loose, open source framework (not a full standard) that doesn’t fully address the interoperability challenge.
The robotics platform alternative
In the absence of useful standards, companies still have a few options for achieving interoperability. One is the traditional approach of manually programming interfaces between different robots and interfaces between robots and software systems such as warehouse management (WMS) or warehouse execution systems (WES).
The downsides of this approach are well understood. They include extended developing times and the high cost to get the integrations done, as well as a significant lack of flexibility down the road, with some added risk thrown into the mix as well.
A better alternative is the use of a platform strategy. Which begs the question: What is a robotics platform?
A robotics software platform is a middleware ecosystem—cloud-based or on-premise—that provides various capabilities and services from integration to fulfillment planning and execution. It also acts as a bridge between automation systems and various enterprise software applications.
The starting point for any robotic platform success is, in fact, integration. That integration capability includes advanced tools that enable flexible “no code/low code” approaches to connecting robot fleets.
The right platform can also more rapidly integrate with WMS/WES or other software applications, using AI to greatly accelerate the often time-consuming data-mapping process. Once the WMS/WES is connected to the platform, then the robots are also connected to enable real-time, bidirectional access to the WMS/WES data.
Such a platform delivers interoperability across robot types and connects different automated processes. A simple example would be a communication from the platform to a robot needed to move goods from receiving to reserve storage, where another robot is made aware via the platform that there is a new putaway task ready for completion.
Other interoperability considerations
To maximize interoperability opportunities, companies should consider the following interoperability-related capabilities that may be available from a given robotics platform:
Flexibility in integration based on robot software functionality: Different robot vendors come with software at different levels of maturity. An interoperability platform should be able to work with robotic vendors at any level of software functional capability, ensuring flexibility in robot selection.
User experience consistency: For interoperability to be functionally effective, the user interface across robotic-enabled processes should be consistent, so that users can easily interact and switch between different tasks.
Flexible communication protocols: A platform should provide support for a wide range of different protocols, such as application programming interfaces (APIs), socket communication (a two-way communication link between a server and a client program), web services, ROS/ROS2.0, and VDA5050, to name just a few.
Observability: AMRs especially will generate huge of amount of data on their movements and activities that can be used for analytics. The robotics platform should normalize data packets from different vendors to create a unified dashboard.
Safety and risk mitigation: A robotics platform can help achieve safety across different types of robots by understanding the safety protocols of different machines and coming up with a common set of rules. These rules will exist in an extended fleet manager that runs in the platform and sits on top of the fleet managers of each individual brand of AMR.
While some of these capabilities may not be relevant in a company’s early years in warehouse robotics, they could prove valuable down the road, so give them some consideration today.
Interoperability use cases
We’ve already covered a couple of common robotic interoperability use cases:
Adding new robots of the same type but from a different vendor and having all of them operate together as a single fleet.
Connecting different types of robots or automation to support multi-step process flows (for example, receiving to putaway).
Here is another: One global consumer goods company wants to heavily automate distribution processes but give individual regions or countries they operate in the flexibility to select the vendor for a specific type of robot (for example, a layer picker) and be able to easily plug that specific equipment into the larger platform infrastructure. This allows a centralized automation strategy with local execution.
The Interoperability Imperative
For a significant and growing number of companies, the future on the distribution center floor will be robotics of multiple types and vendors. To maximize flow and productivity, these heterogeneous environments must adopt interoperability strategies, enabling systems of different types to operate as if a single fleet. While standards to help with all this may arrive in future, for now a robotics integration and execution platform will provide an attractive alternative to traditional programming-heavy approaches.
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Amazon's new fulfillment center in Shreveport, Louisiana, utilizes Proteus autonomous mobile robots.
Mega-retailer Amazon says its newest fulfillment center, located in Shreveport, Louisiana, uses 10 times more robots than previous warehouse designs, and relies on artificial intelligence (AI) to direct the eight different models deployed in its bustling operation.
“Over the years, we’ve built and scaled the world’s largest fleet of industrial robotics that ease tasks for employees and improve operational safety while creating hundreds of thousands of new jobs along the way,” the company said in a blog post Wednesday. “For the first time, we have introduced technology solutions in all key production areas at the site, meaning our employees will work alongside our growing fleet of robotic systems seamlessly in a way that wasn’t possible until now.”
The Shreveport site spans five floors and more than 3 million square feet—equivalent to 55 football fields—making it one of Amazon's largest sites. It will employ 2,500 employees once it’s fully ramped up.
The technology at the center of the huge building is called Sequoia, a “multilevel containerized inventory system” that can hold more than 30 million items, making it five times bigger than Amazon’s first deployment of that system in Houston, Texas.
As inventory and packages move through the facility, Robin, Cardinal, and Sparrow—an AI-powered trio of robotic arms—sort, stack, and consolidate millions of items and customer orders. The latest version of Sparrow uses computer vision and AI systems that give it the versatility to handle over 200 million unique products of all different shapes, sizes, and weights.
And Proteus, which Amazon calls its “first fully autonomous mobile robot,” navigates carts of packages to the site’s outbound dock so they can be loaded into trucks, while safely moving around employees in open spaces. The remaining three robot models include larger AMRs called Hercules and Titan and a packaging automation system that creates custom-sized packages to fit each order’s dimensions.
Although the increased automation allows the facility to handle more orders than older sites, Amazon insists it is not replacing workers’ jobs. “As we deploy this new generation of robotics across our network, we expect our headcount to continue to grow and we’re really excited by how this technology also creates more opportunities for skilled jobs. In fact, our next-generation fulfillment centers and sites with advanced robotics will require 30% more employees in reliability, maintenance, and engineering roles,” the company said.
According to Amazon, it trains workers for skilled jobs by helping them earn certifications through a corporate “Career Choice program” and a “mechatronics and robotics apprenticeship” that provides hourly wages up to 40% higher than entry-level roles.