When suppliers and their customers don't see eye to eye
New research examines the implications when a customer requests extra accommodations from a supplier that the supplier views as falling outside of its normal roles and responsibilities.
The Journal of Business Logistics (JBL), published by the Council of Supply Chain Management Professionals (CSCMP), is recognized as one of the world's leading academic supply chain journals. But sometimes it may be hard for practitioners to see how the research presented in its pages applies to what they do on a day-to-day basis. To help bridge that gap, CSCMP's Supply Chain Quarterly challenges the authors of selected JBL articles to explain the real-world applications of their academic work.
THE ARTICLE "Supplier Role Conflict: An Investigation of Its Relational Implications and Impact on Supplier Accommodation," by Monique L. Ueltschy Murfield of Miami University, Terry L. Esper at the University of Arkansas, Wendy L. Tate of the University of Tennessee, and Kenneth J. Petersen of Boise State University. This article received CSCMP's Bernard J. La Londe Best Paper Award for the most valuable paper published in the Journal of Business Logistics (JBL) in 2017.
THE UPSHOT
Theoretically, it makes sense for an entire supply chain to work together to achieve mutually beneficial goals. But in reality, customers' and suppliers' goals often don't match up, and the two parties can have different views on the suppliers' roles and responsibilities. This lack of alignment can lead to conflict and tension that can threaten the relationship, particularly when a customer asks a supplier to fulfill special requirements that are not part of the contractual agreement.
When a customer requests extra accommodations from a supplier that the supplier views as falling outside of its normal roles and responsibilities, it is known as "supplier role conflict." A team of researchers from four universities, led by Monique Murfield of Miami University in Oxford, Ohio, wanted to learn how supplier role conflict would affect both the supplier's and customer's perception of their relationship with one another. Specifically, they were interested in how supplier role conflict would affect the customer's decision to ask for further accommodations and the supplier's willingness to make those accommodations.
To do this, they presented a group of managers from both suppliers as well as buying organizations with a series of scenarios involving supplier role conflict and asked the managers how they thought the customer or supplier would respond in each situation. In particular, the research looked at how supplier flexibility (the supplier's ability to accept and respond to a customer's changing needs) and supplier adaptation (the degree to which the supplier responds to a specific customer's needs with changes and investments in equipment, processes, technology, products, and/or other assets) affected how accommodating the supplier would be.
Murfield explained to Supply Chain Quarterly Senior Editor Susan K. Lacefield what they discovered and how these findings could be applied in the real world.
What was the impetus for this research?
The motivation for this research really came from observations in practice, both from my own professional experience as a buyer and from engaging with managers about buyer-supplier relationship issues. Managing relationships in the supply chain can be quite challenging, particularly when things change or become uncertain. Something that I noticed was that many supply chain relationship problems stemmed from buyers requesting lots of extra things from suppliers—things that were not outlined in formal contracts. While this may seem like something that suppliers should embrace as "par for the course" when servicing customers, managers expressed that this is a serious issue. Interestingly, it was not just suppliers but also buyers who recognized that suppliers are often pushed too far.
Can you provide some examples of supplier role conflict that our readers may be familiar with?
Interestingly, our research suggests that supplier role conflict could stem from almost any buyer request. It could be something as small as asking a supplier for an extra report or something much more significant, like requests for unexpected production changes or investments in technology or special equipment. Supplier role conflict is anything the supplier sees as outside of its role and responsibilities as a supplier, and when buyers keep pushing and asking for more, it can create issues for the relationship.
Your research methodology involved presenting people with scenarios about supplier role conflict and asking them how they thought the supplier or customer would respond. Why did you choose this methodology?
Studies have shown that providing managers with a business scenario, and then asking them, "What do you think will happen next?" is a great way to conduct business research. This approach allows managers to respond in a "what if" fashion, and it doesn't require that they disclose sensitive information about how their company is currently conducting business. Moreover, this allows researchers to change different aspects of the scenario to see how those changes would impact how managers respond. We chose this method because we could tease out role-conflict issues much more directly, realizing that managers might not be as willing to self-report relationship-conflict dynamics.
We did extensive "pre-work" to ensure that the scenarios we used were rooted in reality. We interviewed managers, read prior studies, and did several pre-tests to ensure that the scenarios were representative of what managers actually face in practice. We also presented the same scenarios to two samples: a buyer sample and a supplier sample. We were interested not only in how the various scenarios would be viewed, but also in how they would be viewed by both parties in supply chain relationships.
What were some of the main findings of your research?
By conducting two studies, from both the buyer and supplier perspectives, we were able to explore the impacts of how these two supply chain entities view things differently. Research has shown that buyers and suppliers have differing viewpoints on relationship issues, but we were able to investigate the nuances and potential relationship tensions of this issue more explicitly and in a bit more depth. We found that supplier role conflict can be quite pervasive because it is something that often exists without immediate signs or changes. One of the key findings had to do with the future impacts of role conflict. Our results show that when suppliers perceive the existence of role conflict, they are less favorable toward those relationships and expressed less willingness to make future changes in response to buyer requests. In other words, the impacts of supplier role conflict were not immediate but could have detrimental effects on future relationship exchanges.
Interestingly, the buyer sample did not show the same findings. Even though buyers were made aware that suppliers were experiencing role conflict, it didn't curtail their expectations that suppliers would continue to accommodate their change requests in the future. When considered in sum, the findings suggest that when buyer requests trigger supplier role conflict, suppliers are less willing to make subsequent changes, but buyers are still inclined to expect them. If not managed and effectively discussed, this could trigger relationship disengagement over the long term.
A big part of your research looks at what effect prior investments in supplier flexibility or adaptation can have on supplier role conflict. What did you find?
Supplier flexibility and supplier adaptation are essentially two sides of a coin. Flexibility is the ability of suppliers to handle change well and deal with unexpected problems when servicing customers. Adaptation, on the other hand, is about the actual investments or changes that suppliers make in response to customer requests. So, flexibility is when suppliers build up their ability to change; adaptation is when they actually change. For example, flexibility could be when a supplier operates with slack production capacity or invests in safety stock. Examples of adaptation would include changing product design to meet the specific needs of a customer or adopting a new technology because of a customer request or mandate. As you suggest, we were interested in these concepts because we wondered if prior investments in flexibility or prior adaptation would cause suppliers to be more or less susceptible to experiencing role conflict when buyers make requests.
We found that the impact of role conflict on suppliers' relational perceptions and their willingness to make accommodations in the future changes as the levels of prior investment in supplier adaptation and supplier flexibility change. Prior supplier adaptation actually heightens the negative effects of supplier role conflict for suppliers. But prior development in flexibility can help curb the negative impacts of supplier role conflict—even in relationships with a high level of conflict. This shows that accommodation requests are additive in nature, and that the frequency and the magnitude of the requests plays a big part in their impact on the relationship when supplier role conflict is at play.
Were any of your findings surprising? If so, why?
The findings in the buyer sample were quite surprising, actually. We developed research hypotheses based on the notion of relationship "empathy" and "oneness." In other words, when we started the project, we thought that when buyers were made aware of the fact that suppliers were experiencing role conflict, their expectations for future supplier changes would be curbed. That was not the case. Even when they were exposed to the supplier role conflict levels, they still were inclined to expect future changes as they requested them.
We conducted another study where we were able to peel back the layers of this finding through talking to managers quite extensively. What we found is that buyers found it difficult to connect to the idea of supplier role conflict because they typically view "stretching suppliers" as part of their role. This was very surprising, and it points to an underlying relational tension that could be quite prevalent in many supply chain relationships. Research shows that the cyclical effect of this could be detrimental to supply chain relationships, as expectations for accommodation will continue to rise, and eventually suppliers will reach their "tipping point."
How can practitioners apply your findings to their own customers-supplier relationships?
Our findings show the importance of establishing a clear understanding of roles and responsibilities up front. It may seem like overkill, but clearly outlining "who is expected to do what" could negate the likelihood of negative relationship perceptions and curb decreases in willingness to change in the future. Additionally, customers should recognize that pushing a supplier past the "tipping point" with their accommodation requests could be detrimental, and that this point is different in each relationship. In today's business environment, where good suppliers can "fire" bad customers, buyers must proceed with caution, especially in risky supply markets. What may seem like a routine and casual additional request could actually trigger supplier role conflict and all of its associated negative impacts.
Buying firms might also consider the strategic use of supplier development strategies to carry some of the burden of flexibility and adaptation requirements, which can mitigate supplier role conflict and prevent amplification of any existing conflict. This is an issue that buyers and suppliers should consider discussing in their annual or quarterly performance reviews. While the emphasis of these reviews is primarily focused on supplier performance, assessing "customer performance" might also be wise, especially if it allows suppliers to sound off about role-conflict concerns before they fester.
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).
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."