Jason Kra kicked off his presentation at the Council of Supply Chain Management Professionals (CSCMP) EDGE Conference on Tuesday morning with a question: “How do we use data in assessing what countries we should be investing in for future supply chain decisions?” As president of Li & Fung where he oversees the supply chain solutions company’s wholesale and distribution business in the U.S., Kra understands that many companies are looking for ways to assess risk in their supply chains and diversify their operations beyond China. To properly assess risk, however, you need quality data and a decision model, he said.
In January 2024, in addition to his full-time job, Kra joined American University’s Kogod School of Business as an adjunct professor of the school’s master’s program where he decided to find some answers to his above question about data.
For his research, he created the following situation: “How can data be used to assess the attractiveness of scalable apparel-producing countries for planning based on stability and predictability, and what factors should be considered in the decision-making process to de-risk country diversification decisions?”
Since diversification and resilience have been hot topics in the supply chain space since the U.S.’s 2017 trade war with China, Kra sought to find a way to apply a scientific method to assess supply chain risk. He specifically wanted to answer the following questions:
1.Which methodology is most appropriate to investigate when selecting a country to produce apparel in based on weighted criteria?
2.What criteria should be used to evaluate a production country’s suitability for scalable manufacturing as a future investment?
3.What are the weights (relative importance) of each criterion?
4.How can this methodology be utilized to assess the suitability of production countries for scalable apparel manufacturing and to create a country ranking?
5.Will the criteria and methodology apply to other industries?
After creating a list of criteria and weight rankings based on importance, Kra reached out to 70 senior managers with 20+ years of experience and C-suite executives to get their feedback. What he found was a big difference in criteria/weight rankings between the C-suite and senior managers.
“That huge gap is a good area for future research,” said Kra. “If you don’t have alignment between your C-suite and your senior managers who are doing a lot of the execution, you’re never going to achieve the goals you set as a company.”
With the research results, Kra created a decision model for country selection that can be applied to any industry and customized based on a company’s unique needs. That model includes discussing the data findings, creating a list of diversification countries, and finally, looking at future trends to factor in (like exponential technology, speed, types of supply chains and geopolitics, and sustainability).
After showcasing his research data to the EDGE audience, Kra ended his presentation by sharing some key takeaways from his research:
China diversification strategies alone are not enough. The world will continue to be volatile and disruptive. Country and region diversification is the only protection.
Managers need to balance trade-offs between what is optimal and what is acceptable regarding supply chain decisions. Decision-makers need to find the best country at the lowest price, with the most dependability.
There is a disconnect or misalignment between C-suite executives and senior managers who execute the strategy. So further education and alignment is critical.
Data-driven decision-making for your company/industry: This can be done for any industry—the data is customizable, and there are many “free” sources you can access to put together regional and country data. Utilizing data helps eliminate path dependency (for example, relying on a lean or just-in-time inventory) and keeps executives and managers aligned.
“Look at the business you envision in the future,” said Kra, “and make that your model for today.”
Companies in every sector are converting assets from fossil fuel to electric power in their push to reach net-zero energy targets and to reduce costs along the way, but to truly accelerate those efforts, they also need to improve electric energy efficiency, according to a study from technology consulting firm ABI Research.
In fact, boosting that efficiency could contribute fully 25% of the emissions reductions needed to reach net zero. And the pursuit of that goal will drive aggregated global investments in energy efficiency technologies to grow from $106 Billion in 2024 to $153 Billion in 2030, ABI said today in a report titled “The Role of Energy Efficiency in Reaching Net Zero Targets for Enterprises and Industries.”
ABI’s report divided the range of energy-efficiency-enhancing technologies and equipment into three industrial categories:
Commercial Buildings – Network Lighting Control (NLC) and occupancy sensing for automated lighting and heating; Artificial Intelligence (AI)-based energy management; heat-pumps and energy-efficient HVAC equipment; insulation technologies
Manufacturing Plants – Energy digital twins, factory automation, manufacturing process design and optimization software (PLM, MES, simulation); Electric Arc Furnaces (EAFs); energy efficient electric motors (compressors, fans, pumps)
“Both the International Energy Agency (IEA) and the United Nations Climate Change Conference (COP) continue to insist on the importance of energy efficiency,” Dominique Bonte, VP of End Markets and Verticals at ABI Research, said in a release. “At COP 29 in Dubai, it was agreed to commit to collectively double the global average annual rate of energy efficiency improvements from around 2% to over 4% every year until 2030, following recommendations from the IEA. This complements the EU’s Energy Efficiency First (EE1) Framework and the U.S. 2022 Inflation Reduction Act in which US$86 billion was earmarked for energy efficiency actions.”
Each of those points could have a stark impact on business operations, the firm said. First, supply chain restrictions will continue to drive up costs, following examples like European tariffs on Chinese autos and the U.S. plan to prevent Chinese software and hardware from entering cars in America.
Second, reputational risk will peak due to increased corporate transparency and due diligence laws, such as Germany’s Supply Chain Due Diligence Act that addresses hotpoint issues like modern slavery, forced labor, human trafficking, and environmental damage. In an age when polarized public opinion is combined with ever-present social media, doing business with a supplier whom a lot of your customers view negatively will be hard to navigate.
And third, advances in data, technology, and supplier risk assessments will enable executives to measure the impact of disruptions more effectively. Those calculations can help organizations determine whether their risk mitigation strategies represent value for money when compared to the potential revenues losses in the event of a supply chain disruption.
“Looking past the holidays, retailers will need to prepare for the typical challenges posed by seasonal slowdown in consumer demand. This year, however, there will be much less of a lull, as U.S. companies are accelerating some purchases that could potentially be impacted by a new wave of tariffs on U.S. imports,” Andrei Quinn-Barabanov, Senior Director – Supplier Risk Management Solutions at Moody’s, said in a release. “Tariffs, sanctions and other supply chain restrictions will likely be top of the 2025 agenda for procurement executives.”
Measured over the entire year of 2024, retailers estimate that 16.9% of their annual sales will be returned. But that total figure includes a spike of returns during the holidays; a separate NRF study found that for the 2024 winter holidays, retailers expect their return rate to be 17% higher, on average, than their annual return rate.
Despite the cost of handling that massive reverse logistics task, retailers grin and bear it because product returns are so tightly integrated with brand loyalty, offering companies an additional touchpoint to provide a positive interaction with their customers, NRF Vice President of Industry and Consumer Insights Katherine Cullen said in a release. According to NRF’s research, 76% of consumers consider free returns a key factor in deciding where to shop, and 67% say a negative return experience would discourage them from shopping with a retailer again. And 84% of consumers report being more likely to shop with a retailer that offers no box/no label returns and immediate refunds.
So in response to consumer demand, retailers continue to enhance the return experience for customers. More than two-thirds of retailers surveyed (68%) say they are prioritizing upgrading their returns capabilities within the next six months. In addition, improving the returns experience and reducing the return rate are viewed as two of the most important elements for businesses in achieving their 2025 goals.
However, retailers also must balance meeting consumer demand for seamless returns against rising costs. Fraudulent and abusive returns practices create both logistical and financial challenges for retailers. A majority (93%) of retailers said retail fraud and other exploitive behavior is a significant issue for their business. In terms of abuse, bracketing – purchasing multiple items with the intent to return some – has seen growth among younger consumers, with 51% of Gen Z consumers indicating they engage in this practice.
“Return policies are no longer just a post-purchase consideration – they’re shaping how younger generations shop from the start,” David Sobie, co-founder and CEO of Happy Returns, said in a release. “With behaviors like bracketing and rising return rates putting strain on traditional systems, retailers need to rethink reverse logistics. Solutions like no box/no label returns with item verification enable immediate refunds, meeting customer expectations for convenience while increasing accuracy, reducing fraud and helping to protect profitability in a competitive market.”
The research came from two complementary surveys conducted this fall, allowing NRF and Happy Returns to compare perspectives from both sides. They included one that gathered responses from 2,007 consumers who had returned at least one online purchase within the past year, and another from 249 e-commerce and finance professionals from large U.S. retailers.
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.