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Supply Chain Management Design & Simulation Online

Supply Chain Case Studies

SCM Globe comes with a library of case studies that explore COMMERCIAL , HUMANITARIAN , and MILITARY supply chains. When you purchase an account you have access to all the case studies and their simulations.

The case studies range from relatively simple beginning cases like Cincinnati Seasonings , to quite challenging advanced cases such as Zara Clothing Company , or Nepal Earthquake Disaster Response .  Case studies are laboratories where you apply what you learn in lectures and readings to solve supply chain problems in highly realistic simulations. Each case has a " CASE STUDY CONCEPT " showing the supply chain principles and practices highlighted in that case.

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Case studies presently available in the online library are shown below. You are welcome to use any or all of them. You can also create your own case studies, or we can create them for you. Cases are shown in the three categories. As you work with these cases you will gain an intuitive understanding of supply chain dynamics, and develop the analytical skills for designing and managing real supply chains.

People new to SCM Globe should start with the  Cincinnati Seasonings case study . Work individually at first, not in groups. Each person needs their own account. Do the three challenges shown in the online introduction to Cincinnati Seasonings. That's how you'll learn to use the software, and how to use simulations to analyze and design supply chains. Then you will be ready to work in groups or work on more advanced cases.  Click on the case studies below to see a description and introduction to each case.

Commercial Supply Chain Case Studies

Collaborative Supply Chains

S&J Trading Company – Angola

Java Furniture Company – Indonesia

Cincinnati Seasonings

Supply Chains of the Roman Empire

Ancient Silk Road – First Global Supply Chain

Zara Clothing Company Supply Chain

Fantastic Corporation – Global Supply Chain

Fantastic Corporation – Unexpected Disruptions

Humanitarian supply chain case studies.

Disaster Response Supply Chains: Flooding Scenario

Nepal Earthquake Disaster Response Supply Chain

Humanitarian Supply Chains: Syria Evacuation Scenario (CIV and MIL)

Military supply chain case studies.

Burma Campaign – 1944 Invasion of India

Battle of Smolensk – 1941 Invasion of Russia

Alexander the Great Needed Great Supply Chains

New case studies.

New cases are added based on projects we do with instructors, students, and supply chain professionals. Here are the new supply chain models in the library:

• Local and Sustainable Supply Chains – Blue Ocean Cooperative
• Aerospace Manufacturing Cluster – Rockford IL
• Hyderabadi Biryani – Paramount Restaurant 
• Western Desert War – May 1941
• Russian Logistics for the Invasion of Ukraine

Interactive Supply Chain Case Studies

Every case study has a main theme or concept that it illustrates. You will be challenged to use knowledge acquired in lectures and readings as well as your own real-world experience to expand and re-design the supply chains in these case studies.

In the commercial supply chain cases you need to improve and expand the supply chains to support new stores and still keep operating costs and inventory as low as possible. In cases that deal with humanitarian or military missions you need to create supply chains to deliver the right supplies to the right locations when they are needed, and do so at a reasonable cost.

We are glad to provide a  free evaluation account  to instructors, students and supply chain professionals interested in exploring SCM Globe simulations — click here to request an account —  Get Your Free Trial Demo  

See SCM Globe pricing for Academic and Business versions of the software.

The best case to start with is Cincinnati Seasonings . After working through the three challenges presented in the online introduction to this case you will be ready to handle further challenges in this case or move on to more advanced cases. Get a quick introduction to working with case studies in “ Working with Case Studies “.

As problems are found in the simulations, you make decisions about how to fix them. Make changes to your supply chain model in the Edit screen. Then go to the Simulate screen and run a simulation to see the results of your changes. Depending on the changes you make, your supply chain simulation runs for additional days and other problems arise. As you address these problems you see about how supply chains work. Apply what you learn in readings and and lectures plus your work experience to solve the problems you encounter.

Keep improving your supply chain model until you get the simulation to run for 30+ days. Then download your simulation results and create a monthly Profit & Loss Report plus KPIs (as shown below). This provides an objective basis for evaluating the merits of different supply chain solutions.

Monthly Profit & Loss Reports identify areas for improvement. They help you improve your supply chain to keep it running for 30 days and also lower operating costs and inventory levels. You can work on lowering the carbon footprint of your supply chain too. These are the challenges you address in SCM Globe, and they are the same challenges people face when managing real supply chains. What works well in the simulations will also work well with actual supply chains. Skills you develop in working with the simulations are directly transferable to the real world.

NOTE: You can run simulations for longer than 30 – 60 days, but there is usually no reason to do so. This is because most companies do not run their supply chains unchanged for longer than 30 days at a time. They use a 30 day S&OP ( sales and operations planning ) cycle and these simulations correspond to that monthly S&OP cycle. These simulations focus on the tactical realities of operating a supply chain from one month to the next, and finding what works best.

Accessing the Online Library of Case Studies

As shown in the screenshots below, logon to your account and access the case study library from your Account Management screen. Click on the “View Library” button (arrow 1) in upper right corner of the Account Management screen. In the Library screen you see a list of available supply chain case studies; click “ Import ” to load a selected case study into your account; give the imported case a Name , and click “ My Account ” to go back to your Account Management screen.

You are welcome to import any or as many of the supply chain models in the library as you wish. Once you have a copy of a supply chain model in your own account you can make any changes you want to it.

In Account Management, you “ Create a New Supply Chain ” or work with an existing supply chain by clicking the “ Edit ” button (arrow 2) next to the existing supply chain you want to work on. You can also upload copies of supply chain models sent to you by other SCM Globe users (arrow 3) , and check your account expiration date (arrow 4) .

Use the Default Values or Enter New Data

When you load any of the case study supply chain models from the SCM Globe library, they come with default numbers already plugged in. You can either accept the defaults or do some research to find more current data. This data (like data and prices everywhere) changes all the time.

Look for data on products, facilities and vehicles that are used in your supply chain and see what their specifications and costs are. Costs can vary widely in different parts of the world. Go to websites of commercial real estate brokers in cities of interest and see what you can find out about rent costs:

• for cities in North America start with www.cityfeet.com
• and for cities in other parts of the world start with  www.knightfrank.com

Metric System of Weights and Measures

In the case studies all weights, volumes, distances and speeds are expressed using the metric system. The metric system is used around the world in every country except three: Liberia; Myanmar; and the United States. So it is good for supply chain professionals to feel comfortable with the metric system.

Register on SCM Globe for Access to all Supply Chain Simulations

Click the blue "Register" button on the app login page, and buy an account with a credit card or PayPal (unless you already have one). Then scan the "Getting Started" section, and you are ready to start. Go to the SCM Globe library and click "Import" next to the supply chain models you want.

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Walmart Supply Chain: Building a Successful Integrated Supply Chain for Sustainable Competitive Advantage

• Case Studies

Introduction

The global business landscape has witnessed an increasingly fierce competition, pushing companies to seek effective strategies to maintain and enhance their competitiveness. Among these strategies, the role of supply chain capability stands out as a key factor in driving success. A well-optimized supply chain not only ensures efficient delivery and cost-effectiveness but also provides companies with a competitive advantage in the market. In this context, Walmart, the world’s largest retailer, has demonstrated a highly successful and integrated Walmart supply chain, propelling its growth and dominance in the retail industry.

This case study aims to delve into the significance of supply chain capability for enhancing a company’s competitiveness and how it serves as a competitive advantage for companies. Additionally, we will explore the imperative need for supply chain redesign in the global economy to adapt to the challenges of the modern era of globalization. Focusing on Walmart’s exemplary supply chain practices, the purpose of this case study is to analyze the features of its successful integrated supply chain while identifying relevant issues in the context of the current globalized market.

[Read More: Rivian: Navigating Supply Chain and Operational Challenges and Embracing Growth ]

Walmart’s Supply Chain: Integrated Supply Chain Success

Data-driven success factors.

In the realm of modern supply chain management, data-driven strategies play a pivotal role in enhancing a company’s competitiveness. Walmart’s remarkable success as the world’s largest retailer can be attributed to its astute utilization of data analysis and advanced technologies within its integrated supply chain. This section delves into the key data-driven success factors that have propelled Walmart’s supply chain to the forefront of the retail industry.

[Read More: ERP Master Data: A Guide to Improve Quality & Governance ]

Role of Data Analysis through Barcode Scanning and Point-of-Sale Systems

Data analysis is at the core of Walmart’s supply chain prowess. The company has implemented sophisticated barcode scanning and point-of-sale systems to collect real-time data from its stores. By employing these technologies, Walmart gains valuable insights into customer buying behavior, sales trends, and inventory levels. The ability to analyze this data enables the retail giant to make informed decisions on product procurement, inventory management, and demand forecasting.

Efficient Supply Chain Practices: Automated Distribution Centers and Computerized Inventory Systems

Automation is a key component of Walmart’s efficient supply chain practices. The company has strategically invested in automated distribution centers, streamlining the flow of products from manufacturers to stores. These automated facilities not only optimize the handling and movement of goods but also enable faster order fulfillment and replenishment. Additionally, computerized inventory systems provide Walmart with accurate and up-to-date information about stock levels, allowing for precise inventory control and reducing the risk of stockouts or excess inventory.

Utilizing Walmart’s Own Trucking System and Cross-Docking Logistics

Another critical factor contributing to Walmart’s supply chain success is the utilization of its private trucking system and cross-docking logistics. By maintaining its own trucking fleet, Walmart gains greater control over transportation and delivery schedules, leading to improved efficiency and timely product replenishment. Furthermore, the adoption of cross-docking logistics techniques has enabled Walmart to minimize the need for intermediate storage, leading to reduced handling costs and faster product movement through the supply chain.

[Read More: The Ultimate Guide to Contract Logistics: What You Need to Know ]

Information Technologies Driving Efficiency

In Walmart’s journey towards becoming a global leader, information technologies have played a pivotal role in driving efficiency within the integrated Walmart supply chain. The retail giant has strategically adopted various IT initiatives to optimize its operations, enhance collaboration with suppliers, and achieve real-time inventory targeting. These technologies have contributed significantly to Walmart’s supply chain success, allowing them to maintain a competitive edge in the retail industry.

Collaborative Planning, Forecasting, and Replenishment (CPFR)

One of the key information technologies that have bolstered Walmart’s supply chain efficiency is the implementation of Collaborative Planning, Forecasting, and Replenishment (CPFR). This system facilitates seamless communication and coordination between Walmart and its supply chain partners, including suppliers and distributors. By sharing real-time sales data and demand information, CPFR enables accurate forecasting and demand planning, minimizing information distortion, and promoting synchronized inventory replenishment. The CPFR program has been instrumental in enhancing overall supply chain visibility and efficiency, allowing Walmart to respond promptly to fluctuations in demand and supply, reducing stockouts, and optimizing inventory levels.

Vendor-Managed Inventory (VMI) and Its Benefits

Walmart’s adoption of Vendor-Managed Inventory (VMI) has been another critical information technology-driven initiative. Through VMI, Walmart empowers its suppliers to take on the responsibility of managing their inventory stored in Walmart’s warehouses. By granting suppliers access to real-time inventory data and sales information, Walmart facilitates efficient inventory tracking and replenishment. This hands-on approach by suppliers results in streamlined inventory management, reduced delays in replenishment, and lower stockouts. The VMI model has proved particularly advantageous for Walmart due to its vast product range and numerous suppliers, making inventory management complex and costly if managed solely by the retailer.

[Read More: Vendor Managed Inventory: A Comprehensive Guide ]

Leveraging RFID Technology for Real-Time Inventory Targeting

RFID (Radio Frequency Identification) technology has been a game-changer in Walmart’s pursuit of real-time inventory targeting and enhanced supply chain visibility. By employing RFID tags on products, Walmart can track the movement of inventory throughout the supply chain in real-time. RFID enables accurate and automated inventory tracking, reducing the need for manual counting and minimizing errors in inventory management. The technology also provides crucial details, such as production time, location, and expiry dates of goods, allowing for efficient inventory targeting and better control over inventory turnover. RFID technology has been instrumental in Walmart’s cost reduction efforts, ensuring optimal stock levels while avoiding overstocking and unnecessary inventory holding costs.

Achieving Competitive Advantage through Strategy

Walmart’s competitive strategy: “everyday low prices” (edlp).

Walmart’s competitive advantage is deeply rooted in its strategic focus on offering “Everyday Low Prices” (EDLP) to its customers. The EDLP strategy revolves around providing high-quality products and services at the lowest possible prices, ensuring that customers can benefit from affordable prices every day. This approach sets Walmart apart from its competitors and has been instrumental in establishing the company as a dominant force in the retail industry.

Implementing the “Everyday Low Costs” (EDLC) Policy through Direct Procurement

To support its EDLP strategy, Walmart follows an “Everyday Low Costs” (EDLC) policy in its supply chain management. One of the key elements of the EDLC policy is the direct procurement of items from suppliers, eliminating intermediaries in the process. By procuring directly from manufacturers, Walmart can negotiate and understand their cost structure, enabling them to make informed purchasing decisions and obtain the best prices for their products.

Walmart’s emphasis on direct procurement is further bolstered by the use of technology and information systems. The company has implemented a central database, store-level point-of-sale systems, and a satellite network, along with barcodes and RFID technology as previously mentioned. These technologies allow Walmart to gather and analyze real-time store-level information, including sales data and external factors like weather forecasts, to enhance the accuracy of purchasing predictions. This integration of information technology helps Walmart optimize its procurement process and maintain low costs throughout the supply chain.

Utilizing Information Systems for Better Inventory Management

Effective inventory management is critical for Walmart to sustain its competitive advantage through the EDLP strategy. The company relies on information systems and information technology (IT) capabilities to control inventory levels efficiently. By capturing customers’ demand information, Walmart can identify popular products and stock them adequately, leading to an overall reduction in inventory.

One notable example of Walmart’s successful utilization of information systems is its collaboration with Procter & Gamble (P&G) through the Collaborative Planning, Forecasting, and Replenishment (CPFR) program. This program links all computers of P&G to Walmart’s stores and warehouses, allowing for efficient replenishment orders based on real-time inventory needs. Additionally, Walmart’s Retail Link , developed in the early 1990s, serves as another vital IT application for storing data, sharing it with vendors, and aiding in shipment routing assignments.

Challenges and Opportunities

Supplier cooperation and collaboration.

Walmart’s supply chain success can be attributed to its strong relationships with suppliers, but achieving and maintaining supplier cooperation and collaboration is not without challenges. Let’s explore the challenges and opportunities in this area:

Challenges in Obtaining Suppliers’ Cooperation

• Supplier Resistance to Direct Procurement: Walmart follows an “Everyday Low Costs” (EDLC) policy by directly procuring items from suppliers, eliminating intermediaries. However, some suppliers may be reluctant to cooperate with this approach as it can disrupt existing distribution channels and potentially reduce their bargaining power.
• Complex Supplier Networks: With thousands of suppliers across various product categories, managing diverse supplier networks can be challenging. Each supplier may have different production and delivery schedules, making coordination difficult.
• Balancing Profit Margins: As Walmart emphasizes low prices, maintaining a balance between cost savings and ensuring suppliers’ profitability can be a delicate task. Suppliers may resist pressure to reduce prices further to maintain their margins.

Opportunities for Enhanced Supplier Cooperation and Collaboration

• Establishing Transparent Communication Channels: Walmart can create transparent and open communication channels with its suppliers to foster better cooperation. Clear communication regarding demand forecasts, inventory levels, and potential disruptions can help suppliers plan their production and deliveries more efficiently.
• Supplier Incentive Programs: Introducing incentive programs that reward suppliers for meeting certain performance metrics, such as on-time delivery or cost reduction, can motivate suppliers to actively collaborate and improve their supply chain capabilities.
• Collaborative Planning, Forecasting, and Replenishment (CPFR): Walmart can leverage technology, such as CPFR, to share real-time sales data and demand forecasts with its suppliers. This collaborative approach allows suppliers to align their production and inventory management with actual market demand, reducing the bullwhip effect and optimizing the supply chain.
• Sharing Inventory Visibility: Providing suppliers with access to inventory data, including stock levels and sales information, can help them plan production and deliveries more effectively. This visibility can prevent stockouts and overstocking issues.
• Long-term Partnerships: Building long-term strategic partnerships with key suppliers can create a sense of mutual commitment and trust. By assuring consistent business over an extended period, Walmart can foster stronger relationships and supplier loyalty.

[Read More: 3 Types of Supplier Segmentation Matrix You Can Use to Classify Suppliers ]

Importance of Collaboration to Enhance Supply Chain Efficiency

• Reducing Lead Times: Effective collaboration with suppliers can help shorten lead times by streamlining production and transportation processes. Faster lead times enables Walmart to respond quickly to changes in demand, reducing the risk of stockouts.
• Efficient Inventory Management: Collaborative efforts with suppliers enable better inventory planning and management. Suppliers can adjust production based on actual demand, reducing excess inventory and associated costs.
• Supply Chain Flexibility: Collaboration fosters agility and adaptability in the supply chain. When Walmart and its suppliers work together closely, they can quickly adjust to market changes, supply disruptions, or new opportunities.
• Cost Reduction: Improved supplier collaboration can lead to cost-saving opportunities. By eliminating unnecessary intermediaries and optimizing production and transportation, overall supply chain costs can be minimized.

The Incentives Alignment Issue

In any supply chain, maintaining a balance of profit margins among different parties is essential for efficient collaboration and sustained success. However, achieving incentives alignment can be challenging, and this issue is particularly relevant in the case of Walmart supply chain. Addressing misalignment of interests between Walmart and its suppliers is crucial for optimizing the overall performance of the supply chain and ensuring long-term success. The following points highlight the incentives alignment issue faced by Walmart:

1. Balancing Profit Margins Among Different Supply Chain Parties:

Walmart’s success is attributed to its ability to offer high-quality products and services at the lowest affordable prices. To achieve this, Walmart employs various cost-cutting strategies, such as direct procurement from suppliers and streamlined distribution practices. While these strategies help Walmart maintain competitive prices, they can create challenges for suppliers who may face pressure to lower their own profit margins to meet Walmart’s demands. This misalignment of profit margins can lead to strained relationships and potentially impact the overall efficiency of the supply chain.

2. Misalignment of Interests Between Walmart and Suppliers:

Walmart’s size and market dominance can lead to power imbalances in supplier relationships. Suppliers may feel compelled to comply with Walmart’s demands to maintain access to its large customer base. However, this can lead to situations where suppliers may not have enough leverage to negotiate favorable terms, impacting their own profitability. As a result, suppliers may be less inclined to invest in innovations or improvements that would benefit the supply chain as a whole.

3. Conflict Between Inventory Growth and Sales Growth:

Walmart faced inventory growth issues in the past, with the inventory growth rate outpacing the sales growth rate. This can be indicative of conflicting incentives between Walmart and its suppliers. Suppliers may prioritize producing and delivering more inventory to ensure they meet Walmart’s demands, even if the sales growth does not keep up with the increased inventory. This misalignment can lead to excess inventory, increased carrying costs, and potential stockouts.

4. The Need for a New Triple-A Supply Chain:

Addressing the incentives alignment issue requires a fundamental shift in the supply chain strategy. Lee (2004) proposed the concept of a new Triple-A supply chain for Walmart and other companies in the 21st century. The Triple-A supply chain emphasizes agility, adaptability, and alignment to create a sustainable competitive advantage. Achieving alignment among all participating parties is crucial to optimize supply chain performance and ensure that risks and rewards are distributed fairly.

The Triple-A Supply Chain Approach

In today’s competitive business landscape, companies like Walmart recognize that a successful supply chain is not just about having a fast and cost-effective system. To maintain a sustainable competitive advantage and address the challenges of the global economy, it is essential to redesign supply chains that incorporate agility, adaptability, and alignment. This section explores the concept of the Triple-A Supply Chain Approach, which emphasizes these three key qualities that an ideal supply chain should possess: agility, adaptability, and alignment of interests among all participating parties.

The Three Qualities of an Ideal Supply Chain

Agility for quick and cost-effective responses:.

Agility refers to a supply chain’s ability to respond quickly and cost-effectively to sudden changes in demand, supply, and external disruptions. In the fast-paced business environment, companies must be able to adapt swiftly to fluctuations in customer preferences, market conditions, and unforeseen events. For Walmart, agility has been a critical factor in maintaining its leadership position in the retail industry. The company’s investments in technology and supply chain optimization strategies have allowed them to optimize inventory levels and respond rapidly to changing customer demands, ensuring the availability of products while minimizing inventory costs.

Adaptability to Handle Changes in Demand and Supply:

Supply chains should be adaptable and flexible enough to handle variations in demand and supply patterns. Demand forecasts can be uncertain, and unexpected supply chain disruptions may occur, making adaptability a vital quality. Walmart’s focus on omnichannel and various fulfillment options, such as in-store pickup and ship from store, demonstrates their commitment to adaptability. By utilizing multiple channels, Walmart can cater to diverse customer preferences, ensuring an uninterrupted flow of products to meet demand.

Alignment of Interests among All Participating Parties:

One of the significant challenges in supply chain management is ensuring alignment of interests among all parties involved, including suppliers, manufacturers, distributors, and retailers. Walmart’s scale and dominance in the retail market have allowed them to establish strong relationships with vendors, enabling strategic partnerships with vendors who can meet their high-volume demands. Additionally, Walmart’s adoption of Vendor Managed Inventory (VMI) allows suppliers to manage their own inventory stored in Walmart’s warehouses. This collaboration aligns the incentives of suppliers and Walmart, streamlining inventory management and ensuring timely replenishment.

In conclusion, Walmart’s integrated supply chain has been a crucial factor in the company’s global dominance and sustained competitive advantage. By strategically investing in technology and optimizing its supply chain, Walmart has managed to maintain its position as the world’s largest retailer with over $572 billion in revenue in 2022.

Walmart’s success serves as a compelling example of the importance of a well-integrated supply chain in achieving and sustaining competitive advantage in the global market. As businesses continue to navigate the complexities of the 21st-century economy, building and enhancing supply chain capabilities will remain a critical aspect of ensuring sustainable growth and profitability. By prioritizing agility, adaptability, and alignment, companies can follow in Walmart’s footsteps and position themselves for continued success in the dynamic and ever-evolving global marketplace.

References:

• Lee H.L. (2004): The triple A supply chain. “Harvard Business Review”, Vol. 82, No. 10, pp. 102-112. 
• Nguyen T.T.H. (2017): Wal-Mart’s successfully integrated supply chain and the necessity of establishing the Triple-A supply chain in the 21st century. “Journal of Economics and Management”, Vol. 29(3), pp. 102-117

About the Author – Dr. Muddassir Ahmed

Dr. Muddassir Ahmed is the Founder & CEO of SCMDOJO. He is a global speaker , vlogger , and supply chain industry expert with 19 years of experience in the Manufacturing Industry in the UK, Europe, the Middle East, and South East Asia in various Supply Chain leadership roles. Dr. Muddassir has received a PhD in Management Science from Lancaster University Management School. Muddassir is a Six Sigma black belt and has founded the leading supply chain platform SCMDOJO to enable supply chain professionals and supply chain teams to thrive by providing best-in-class knowledge content, tools, and access to experts. You can follow him on  LinkedIn ,  Facebook ,  Twitter  or  Instagram.

• Walmart Walmart Supply Chain

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During the last decade, a cascading series of unpredictable events—including earthquakes, volcanic eruptions, catastrophic storms, disease outbreaks and armed conflicts—has exposed deep fragilities in global supply chains. These events served as initial alarm bells for much greater challenges to come.

Intricately woven supply chains were built on concepts such as just-in-time manufacturing and designed to reduce labor and operating costs. Over the years, companies relentlessly optimized their supply chains to serve markets with relatively predictable supply and demand patterns. However, recent and unprecedented events have shown how these choices have created inflexible supply chains that are brittle under stress.

Breaking a single link in a globalized supply chain can have a ripple effect, impacting customers thousands of miles away from the point of disruption. “Supply chain issues” has become a catchphrase for economic dislocation.

“In recent years, supply chain has gone from the background, something people did not think about, to a boardroom-level topic,” says Rob Cushman, Senior Partner, IBM Supply Chain Transformation. “It’s a concept that people have had very painful personal experiences with. And that’s why thinking about supply chain is pivoting from cost to being about resilience and agility, and ultimately driving growth.”

Cost savings

By deploying a cognitive supply chain, IBM reduced supply chain costs by USD 160 million   and built in more resilience and agility

100% order fulfillment 

Even during the peak of the covid-19 pandemic, IBM maintained a 100% order fulfillment rate of its products to clients

The worldwide reach, size and complexity of its supply chain organization represented a significant challenge as IBM began exploring transformation strategies for delivering a differentiated customer experience to promote customer loyalty and growth. IBM employs supply chain staff in 40 countries and makes hundreds of thousands of customer deliveries and service calls in over 170 nations. IBM also collaborates with hundreds of suppliers across its multi-tier global network to build highly configurable and customized products to customer specifications.

Previously, the IBM supply chain ran on legacy systems spread across different organizational silos, making information sharing slow and incomplete. Employees also performed much of their work on spreadsheets, which impeded collaboration and real-time data transparency.

However, at the same time the IBM supply chain was re-thinking business processes and transforming its technology platforms, IBM was making major strides in AI, cloud, data fabric, IoT, edge computing and other tools. “We saw the advances IBM was making in all these new technologies,” says Ron Castro, Vice President of IBM Supply Chain. “So, we asked, ‘Why not leverage our own technology to move our own supply chain forward?’”

“The principle behind why we embarked on this journey was to answer the question, ‘How can we best react to disruptions to manage resiliency and our client experience?’” says Castro. “We needed to identify disruptions quickly, analyze the data, get insights and decide on the best course of action.”

IBM supply chain management set out a bold vision to build its first cognitive supply chain. The aim was to have an agile supply chain that extensively uses data and AI to lower costs, exceed customer expectations, ruthlessly eliminate or automate non-value add work and exponentially improve the experience of supply chain colleagues.

IBM Consulting® was brought in at the beginning to help develop the processes required to drive the transformation. “We consider ourselves ‘Client Zero’ for IBM Consulting,” says Debbie Powell, IBM Digital Supply Chain Transformation Leader. “We have the technology to do what we need to do. It’s the culture and the processes where change was needed. We also realized that a lot of our knowledge was tribal and often depended on one person. We needed to digitize and democratize knowledge to support decision-making throughout the organization.”

IBM Consulting helped the IBM supply chain team use Design Thinking methods to plan its digital transformation and move from sequential to continuous planning. “We put a lot of effort into agility and a cultural shift to empower people and adjust workflows in a controlled way,” says Matthias Gräfe, Director of IBM Supply Chain Transformation. “We went from a top-down approach to identifying personas from the bottom up, the people that actually make the decisions.”

“Successful digital transformation required us to challenge traditional ways of working that were held sacred for decades and win the hearts and minds of supply chain colleagues for change to stick,” says Takshay Aggarwal, Partner, IBM Supply Chain Transformation.

At a high level, the IBM supply chain digital transformation revolves around building sense-and-respond capabilities. This was accomplished by democratizing data and automating and augmenting decisions achieved by combining cognitive control tower, cognitive advisor, demand-supply planning and risk-resilience solutions. “We view the cognitive control tower as the single source of truth where you have access to all the data and it helps advise the best course of action,” says Castro. “It also helps gather insights from the information quickly across the end-to-end supply chain.”

The cognitive control tower is powered by the  IBM® Cognitive Supply Chain Advisor 360  Solution, which runs on  IBM Hybrid Cloud  and on  Red Hat® OpenShift® on IBM Cloud  software. Cognitive Advisor 360 enables real-time, intelligent supply chain visibility and transparency. It also senses and responds to changes in demand as they happen and simplifies the automation of supplier management.

The system uses IBM Watson® technology to enable natural language queries and responses, which accelerates the speed of decision-making and offers more options to correct issues. “I can ask—in natural language—about part shortages, order impacts, risks to revenues and trade-offs,” says Cushman. “There’s a button that recommends actions to solve issues — that’s what Watson does. It’s augmented intelligence so we empower people with better information to make data-driven decisions very quickly.”

“With the cognitive supply chain, we have the benefit of bringing in all these data from legacy systems and internal and external sources, as well as unstructured data, to apply advanced analytics and different elements of AI,” says Castro. “And since the system responds to natural language, think about the power of being able to extract data and get insights and recommendations without having to be an expert in a legacy system or an ERP platform.”

The IBM cognitive supply chain technology architecture also includes  IBM Edge Application Manager ,  IBM Maximo® Visual Inspection  and  IBM Track and Trace IoT —an integrated stack of solutions that connect data end-to-end across the supply chain. “Our procurement, planning, manufacturing and logistics data are connecting in close to real time,” says Cushman. “That’s how we can share inbound information from suppliers, manufacturing status updates with our external manufacturing partners and delivery information with our customers.”

“We’ve added demand sensing, so that the solution pulses the market for changes in demand, predicting the future. We’ve also embedded a cloud-based risk management tool called Resilinc into our procurement and inbound parts management process,” says Cushman. “It essentially uses AI to crawl the web and if there is a disruption, we can take action quickly to secure a second supply source.”

On a minute-by-minute basis, one of the biggest advantages of IBM’s cognitive supply chain is that it provides employees with immediate access to the information they need to read and mitigate disruptions. “There is unbelievable power that comes from taking lots of disparate data and putting it where people can see and understand it,” says Cushman.

“The real-time, single-view of the truth increases the velocity of decisions and leverages rapid response,” says Castro. “It helps us develop ‘what-if’ scenario analysis from a planning perspective all the way through to the execution team and suppliers.”

In fast-moving, real-world situations, quick, informed decisions provide a competitive advantage. “In the past, a major disruption—such as the closing of a major airport—would take days for us to understand the immediate impacts. With our current solution, we have ‘what-if’ capability that brings this analysis down to minutes,” says Powell. “In a supply constrained environment, whoever gets the information first wins.”

Since its cognitive supply chain became operational, IBM has saved USD 160 million related to reduced inventory costs, optimized shipping costs, better decision-making and time savings. “When mitigating a part shortage, it used to take four to six hours per part number,” says Powell. “We’ve brought that down to minutes and made further improvements to seconds.”

“Where’s my stuff?” is a common question in the supply chain industry. Finding an answer can entail hours of phone calls, emails and ERP queries across different geographies. “We’ve built a solution where you can log in and enter an order and you’ll have an answer in about 17 seconds,” says Cushman. “That was an enormous pivot and a powerful change in how we do business.”

By using its cognitive supply chain platform, the IBM supply chain team is also able to create new capabilities much faster. “Years ago, when we started this journey, we needed a long, looping roadmap with one or two years required for major capability upgrades,” says Castro. “With this digital enterprise, we now have teams that complete deployments in two or three weeks. We’ve moved to much more agile development.”

Despite dislocations caused by the COVID-19 pandemic, IBM fulfilled 100% of its orders by using its cognitive supply chain to quickly re-source and re-route parts as necessary. “During the last two years, the IBM supply chain did not fall behind. We met our commitments. Everyone else was screaming supply chain issues and we’re shipping products,” says Daniel Thomas, IBM Business Optimization Manager and Chief of Staff. “We delivered on our promises during the height of the disruptive era we live in.”

“Guaranteed supply is important, but many of our clients are also looking for predictability of supply,” says Castro. “The tools we have now help us address both issues. They enable us to manage the demand side to meet the right client expectations.”

“We have a responsibility to inspire younger supply chain leaders who will keep the IBM supply chain at the cutting edge and beyond for years to come,” says Aggarwal. “People entering the work force today have different experiences than previous generations. They are digital natives and expect a consumer-grade experience when managing their work. As we embarked on our journey, we actively engaged them in designing workflows and digital capabilities. There were trials and tribulations and we had multiple failures in design and rollout. Architecting the cognitive supply chain, and learning from failures and successes, made our young leaders champions of the cognitive supply chain and constant innovators of new capabilities.”

“IBM is the only global services company with its own multibillion-dollar supply chain, and we’ve transformed it into a data-driven architecture to drive our business. There’s a richness of experience that we bring to client conversations because we’ve done this work for ourselves,” says Cushman. “It’s all about how a supply chain delivers a differentiated customer experience to enable stickiness and growth.”

“The collaboration between IBM Systems and IBM Consulting teams to transform our own business and demonstrate the power of exponential technologies in supply chain has been one of our finest moments as a company,” says Cushman. “We look forward to sharing our real-world experience and learnings with our worldwide community of customers, partners and clients.”

IBM is an information technology company based in Armonk, New York. Founded in 1911, the company offers hardware, software and services in cloud computing, AI, commerce, data and analytics, IoT, mobile and cybersecurity, as well as business resiliency, strategy and design solutions. IBM has a global workforce of more than 280,000 employees serving clients in over 175 countries through IBM Consulting, IBM Software and IBM Infrastructure.

To learn more about the IBM solutions featured in this story, please contact your IBM representative or IBM Business Partner.

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Nike's Strategy to Improve Conditions in its Global Supply Chain – A Case Study

Nike’s approach to managing supplier responsibility has greatly evolved since the 1990s, when the media uncovered claims of child labor, underpaid workers, and poor working conditions in several Asian countries. This report explores how Nike’s approach to improving social and environmental conditions in its global supply chain has evolved through integrated management of sustainability and innovation, increased supplier incentives, and systems innovations intended to prevent problems before they arise.

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Supply chain management free case studies.

Share these free Supply Chain Management case studies with your class 

Engage your students with real-world case studies that provide insights into supply chain practices, challenges, and opportunities. Share each case study with your students by simply copying and pasting the activity page URL into your learning management system (LMS).

Case 1: Rising Health Care Costs And The Role Of Outsourcing And Offshoring In The U.S. Health Care Sector

In this case study, your students will identify factors that are driving the health care costs higher in the United States than in peer countries. They will also discuss advantages and disadvantages of emerging trends in supply chain management such as adopting outsourcing in health care. After reading the case, they are encouraged to create an argument in favor of or against the view that health care offshoring is a threat to the U.S. health care industry.  See case study . 

• Case 2: McDonald’s Reinvents Itself Again

In this case study, your students will identify factors that are affecting demand management in the fast food industry and evaluate the reinvention strategy that McDonald’s has used to keep their fingers firmly on the pulse of their international customer base. Students will also be asked to advice McDonald’s with regards to future trends and the changes it should consider. After reading the case, they are encouraged to research areas in which the company plans to reinvent itself in the coming years, particularly in light of the appointment of its new CEO and the COVID-19 pandemic. See case study

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Future-proofing the supply chain

Supply chains matter. The plumbing of global commerce has rarely been a topic of much discussion in newsrooms or boardrooms, but the past two years have pushed the subject to the top of the agenda. The COVID-19 crisis , postpandemic economic effects , and the ongoing conflict in Ukraine  have exposed the vulnerabilities of today’s global supply chains. They have also made heroes of the teams that keep products flowing in a complex, uncertain, and fast-changing environment . Supply chain leaders now find themselves in an unfamiliar position: they have the attention of top management and a mandate to make real change.

Forward-thinking chief supply chain officers (CSCOs) now have a once-in-a-generation opportunity to future-proof their supply chains. And they can do that by recognizing the three new priorities alongside the function’s traditional objectives of cost/capital, quality, and service 1 Employee safety, food safety, and employee retention are considered operational preconditions, not supply chain objectives. and redesigning their supply chains accordingly.

The first of these new priorities, resilience, addresses the challenges that have made supply chain a widespread topic of conversation. The second, agility, will equip companies with the ability to meet rapidly evolving, and increasingly volatile, customer and consumer needs. The third, sustainability, recognizes the key role that supply chains will play in the transition to a clean and socially just economy (Exhibit 1).

Boosting supply chain resilience

Supply chains have always been vulnerable to disruption . Prepandemic research by the McKinsey Global Institute found that, on average, companies experience a disruption of one to two months in duration every 3.7 years . In the consumer goods sector, for example, the financial fallout of these disruptions over a decade is likely to equal 30 percent of one year’s EBITDA.

Historical data also show that these costs are not inevitable. In 2011, Toyota suffered six months of reduced production following the devastating Tohoku earthquake and tsunami. But the carmaker revamped its production strategy, regionalized supply chains, and addressed supplier vulnerabilities. When another major earthquake hit Japan in April 2016, Toyota was able to resume production after only two weeks.

During the pandemic’s early stages, sportswear maker Nike accelerated a supply chain technology program that used radio frequency identification (RFID) technology to track products flowing through outsourced manufacturing operations. The company also used predictive-demand analytics to minimize the impact of store closures across China. By rerouting inventory from in-store to digital-sales channels and acting early to minimize excess inventory buildup across its network, the company was able to limit sales declines in the region to just 5 percent. Over the same period, major competitors suffered much more significant drops in sales.

Supply chain risk manifests at the intersection of vulnerability and exposure to unforeseen events (Exhibit 2). The first step in mitigating that risk is a clear understanding of the organization’s supply chain vulnerabilities. Which suppliers, processes, or facilities present potential single points of failure in the supply chain? Which critical inputs are at risk from shortages or price volatility?

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In 2021, for example, many companies in North America were affected by labor shortages  across their supply chain operations. Tackling those shortages has forced companies to be creative in their hiring and staffing strategy. One food distributor created regional floating labor pools of drivers, warehouse workers, and supervisors, recruiting staff in areas where they were more available and deploying them wherever they were most needed. Other companies are building their labor pipeline-management capabilities—from recruiting through retention—and sharpening their labor planning as well.

Today, most organizations lack effective systems to measure and monitor those vulnerabilities, and few have such visibility beyond their direct suppliers. In a 2021 McKinsey survey  of senior supply chain executives, just under half said they understood the location of their tier-one suppliers and the key risks those suppliers face. But only 2 percent could make the same claim about suppliers in the third tier and beyond. That matters because most disruptions originate in these deeper supply chain tiers.

Closing the industry’s current knowledge gaps will require it to increase its surveillance of supply chain participants and its understanding of the physical, financial, political, and social risks they may face (Exhibit 3). The complexity and diversity of supply chain risks require smart management tools, and leading companies are applying a range of new techniques, from digital alerting systems to track potential disruptive events to risk “heat maps” that help them focus their attention on high-risk regions and suppliers.

Companies will also need a management infrastructure to steer a proactive response to these risks. Such an infrastructure would include a dedicated team, headed by a senior leader, with the remit to identify, prioritize, and respond to vulnerabilities. Those responses might include structural changes to the supply chain, as well as the development of detailed contingency plans for disruptive events. Introducing resilience metrics into supply chain KPIs helps the whole organization to ensure supply chain design and execution decisions are made in a way that balances efficiency and vulnerability. And because supply chain risk is a continually moving target, the organization should conduct regular stress tests and reviews to ensure its resilience measures remain appropriate.

Increasing supply chain agility

Customer loyalty is no longer a given. During the COVID-19 pandemic, for example, 77 percent of US consumers changed stores, brands, or the way they shop . Much of that change was driven by necessity. People went online when they couldn’t access their regular stores, and two-thirds said that lack of availability was the primary reason for switching brands. The big winners of the crisis were companies, often the largest players, that could keep products flowing to their customers in a difficult operating environment.

In the postpandemic economy, established brands will face new challenges. As consumer-generated content replaces traditional brand marketing campaigns, companies have less control over the peaks or troughs of demand. Where a business might have once spent months preparing its supply chains for a carefully targeted promotional campaign, now a single viral video can bring attention from millions of consumers overnight. One consumer goods manufacturer experienced a surge in demand in 2020 after a video of a customer enjoying its product on a skateboard ride received millions of views and spawned dozens of imitators.

New players are disrupting retail channels too, widening available choices and creating space for smaller, independent manufacturers. While consumers opted for the security of big brands during the COVID-19 pandemic, a preference for smaller producers is rising, especially among younger cohorts. And the growth of comanufacturing businesses and third-party logistics (3PLs) organizations means new entrants can compete in consumer markets with fewer expensive manufacturing and supply chain assets.

For incumbents, the lesson is clear: move at the same speed as consumers. That means creating innovative products and brands that meet the changing needs of different consumer groups as those needs emerge. And it means greater skill in managing complex portfolios of brands with different market characteristics and delivering their products through multiple channels. These same pressures increasingly hold true for B2B businesses as well, as increased consumer product complexity and demand volatility trickle down the supply chain.

This fast-moving, fragmented, consumer-centric world will require a different sort of supply chain. Traditional supply chains sought to achieve stability and minimize costs. Future supply chains will need to be much more dynamic—and be able to predict, prepare, and respond to rapidly evolving demand and a continually changing product and channel mix. In short, supply chains will need to become agile .

The good news for CSCOs is that agility and resilience are highly complementary: an agile supply chain is inherently more resilient. To be truly effective, however, this agility would need to extend into R&D, procurement, planning, manufacturing, and logistics (Exhibit 4).

At the planning stage, for example, supply chain teams will need to work in a much more proactive way. As potential market opportunities are identified, the supply chain function can begin creating scenarios that are ready for implementation alongside the development of the new product or market offering. After launch, the use of advanced techniques for demand sensing and dynamic forecasting, aided by machine learning technologies, is set to become an essential part of day-to-day supply chain operations.

In supply chain execution, agility requires new capabilities and tools. Agile operations make extensive use of digital technologies in manufacturing, for example, and maximize the use of smart automation in both production and logistics settings. Unlike the rigid supply chain automation systems of the past, technologies such as collaborative robots and smart packaging machines are capable of faster changeovers and can handle a much wider range of products and shipment types.

The drive for agility may require companies to reassess make-versus-buy decisions. In manufacturing, for example, big players typically keep the production of their stable, high-volume products in-house, using comanufacturers for niche and special projects. Leading companies appear likely to invert this trend, investing in flexible core assets and skills that allow their own manufacturing to respond quickly to rapidly changing demands—and, in some cases, outsourcing stable, high-volume products to cost-advantaged external providers. In downstream logistics, meanwhile, greater use of 3PLs may become the most cost-effective way to increase asset flexibility and proximity to customers.

Agile supply chains will also need skilled, flexible people. An agile supply chain workforce is comfortable working with and alongside advanced technologies, and personnel may need a wider range of skills so they can move between tasks as business needs change. Accordingly, agile supply chains make use of agile teams and working methods, borrowing elements of the approach that have transformed flexibility, productivity, and quality in the software industry and beyond. Agile organizational principles are well-described elsewhere , but key elements of the approach include the use of tight-knit, cross-functional teams that work together to implement new concepts and solve difficult problems in short, incremental sprints. These principles are already gaining traction across a range of industries: one major consumer products manufacturer is using “flow to work” pools in its global support functions to dynamically allocate staff to projects, for example.

Digital twins: The art of the possible in product development and beyond

Achieving supply chain sustainability.

Post-COVID-19 consumers have become even more likely to prefer brands that offer robust sustainability credentials and a strong purpose, but industry surveys conducted in mid-2020 suggested that environmental, social, and governance (ESG) topics slipped down companies’ list of priorities during the pandemic. Big players are now making up for lost time. In 2021, 29 percent of companies included ESG metrics in their staff incentive plans, for example, a seven percentage-point uptick over the previous year.

Companies looking to avoid the increasing reputational, regulatory, and financial risks of poor ESG performance are being pressed to act. And as companies such as Henkel have shown, strong environmental actions are also delivering real operational results: a digital twin connects and benchmarks 30 factories and prescribes real-time sustainability actions, which over ten years have reduced energy consumption by almost 40 percent and waste by 20 percent.

The supply chain has a central role to play in the enterprise sustainability transformation. Of nine ESG initiatives highlighted by senior executives in a 2020 industry survey, most either involve the supply chain directly, or have significant implications for supply chain setups (Exhibit 5).

The foundation for an ESG-focused transformation is a clear understanding of the organization’s baseline impact. That would include, for example, quantification of the resources consumed and emissions generated by the company’s direct activities (Scopes 1 and 2) and by participants in its wider supply chain (Scope 3). This baseline allows an organization to identify the largest opportunities for improvement, helping it set challenging but realistic goals and timescales that can be communicated to external stakeholders. Capturing those improvements requires rigorous sustainability KPIs and changes from the shop floor to the boardroom, including optimized operating practices, an ESG focus in procurement decisions , and the adoption of more sustainable technologies in existing and planned manufacturing or logistics projects.

These new priorities of resilience, agility, and sustainability can’t be tacked on to existing supply chain setups. Realistically, they will need to be built in from the foundation and considered in every element of supply chain design, organization, and operation. For many companies, that will likely require a change in mindset from the top, with risk, agility, and sustainability KPIs considered alongside traditional ones focused on cost, capital usage, service, and quality. To excel in these six supply chain dimensions, workforce management and digital capabilities will be essential.

Jan Henrich is a senior partner in McKinsey’s Chicago office; Jason D. Li is an associate partner in the Toronto office; and Carolina Mazuera is an associate partner in the Miami office, where Fernando Perez is a partner.

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The electronics industry is facing steep supply chain challenges, reaching all the way back to the raw materials that make up those tiny components keeping people connected in real time. 

A leading electronics supplier that provides mobile devices to consumers and public entities was experiencing shortfalls due to overreliance on materials and manufacturing in Asia. A perfect storm of factors, including the COVID-19 global pandemic and widespread geopolitical instability, has weakened the global supply chain, and cross-border labor is no longer guaranteed.  

Transportation delays, both in the air and on the water, are extending production lead times. Country-specific tax and trade regulations are also threatening shipping timelines and slowing product delivery dates for customers.   

“Corporate leaders at this electronic device company recognized that supply chain resilience has become an urgent business imperative for their organization,” said Jim Morton, Executive Director for the Ernst & Young LLP Business Consulting supply chain practice. “With most of their customer base in the US, they recognized that they needed to diversify their sourcing and production options as effectively as possible, which meant varying manufacturing locations to complement their global portfolio.” 

Leaders engaged an integrated EY team experienced in   supply chain modeling and optimization , tax and trade. The team developed a comprehensive plan that would diversify manufacturing and alleviate the organization’s long-term supply chain risk. 

EY teams’ extensive tax experience, deep understanding of global incentives and locations, and keen geopolitical business perspective showed the client how it can continue to help consumers access critical mobile devices and carve a sustainable new path forward for its business.

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With its deepest manufacturing roots in Asia, the mobile device provider needed to diversify its production footprint. Supply chain disruptions, longer ocean transport times, region-specific trade restrictions and frequent unexpected delays were pushing leaders to consider adding manufacturing sites closer to the US – the location of their corporate headquarters and most of their customer base. 

Research from EY teams shows that 64% of companies have re-shored some elements to improve sustainability. In addition, 42% of companies said that ensuring sustainable and diverse sourcing was a priority. With data such as these in mind, the company turned to an EY cross-practice team for a strategy to augment core operations in more accessible and stable locations, reducing its overall supply chain risk while maintaining existing operations in Asia and elsewhere. Faced with a daunting and costly business decision, leaders needed assurance they could diversify their manufacturing and still procure the right materials, maintain quality standards, and deliver reliable products to meet urgent user needs.  

The EY team assessed and designed a more diverse supply chain network with the company’s global business in mind.

Supply chain optimization was done based on a computerized model to assess the global supply chain, mapping raw materials to flow of goods, to distribution centers and finally to customer locations. The model evaluated current networks against future state options, assessing millions of site variables rapidly to provide leadership with the informed perspective they needed. The EY digital model brought an integrated view of the tax considerations inherent in ramping up manufacturing in new sites and countries, including customs duties, direct and indirect tax implications and country-specific regulations. The EY Geostrategic Business Group provided clarity around government labor, trade policies and local laws to further optimize recommendations, blending speed and cost to enable on-demand inventory.

"With recent supply chain disruption, trade wars and geopolitical uncertainty, this global electronics leader needed an integrated supply chain model so they could successfully diversify their manufacturing portfolio, avoid production delays, and address country-specific issues,” said Morton. “The EY supply chain optimization model helped them make more informed decisions and select their new manufacturing site in North America.” 

End-to-end supply chain analysis was conducted by tracking the company’s highest-priority devices. Validated data inputs were primed and transitioned from a flow-constrained model to a demand-driven model. The analysis evaluated economic value added with the future state footprint, insourcing vs. outsourcing manufacturing operations, tax considerations, skilled labor availability, geopolitical factors, ESG and carbon footprint impact, and the reduction of supply chain complexity.

A supply chain scorecard was created by the EY team to help leaders evaluate manufacturing sites more critically, assessing six key supply chain factors:

Using the information gathered by the EY scorecard and digital assessment tools, the electronics company was able to ultimately select a new near shore location as its next manufacturing site. With this new location identified, EY teams will now work with the client to build out a roadmap to ramp up operations – including manufacturing providers, tax implications, geopolitical and regulatory guidance.  

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For a leading electronics provider that serves millions of customers around the world, keeping the organization’s supply chain operating smoothly is of paramount importance. Comprehensive EY supply chain modeling and optimization for this organization was designed with a future state supply chain in mind, so that the organization could vary its manufacturing portfolio, maintain current production quotas, mitigate risk and reduce excess product inventory by 27%.

The EY digital supply chain optimization model helped the electronics leader assess site locations across countries, geopolitical factors, trade implications, trade risk and tax regulations. The manufacturing site scorecard helped the company narrow down possible manufacturing sites and identify specific locations within countries that will help the organization further reduce their carbon emissions by 15%. The supply chain solution will also increase the organization’s efficiency by reducing the length of haul from production site to customer by 50%, and by lowering labor costs.  

 “Our integrated supply chain model, which included extensive tax experience and deep geopolitical business perspective across locations, provided this electronics powerhouse a solution that would help them diversify and de-risk their supply chain, allowing important communication devices to continue to be readily available worldwide,” said Morton.  

As the company works to ramp up its newest manufacturing location in North America, EY teams will be on board to help it conduct continued geopolitical and tax analysis, develop end-to-end supply chain analysis, establish timing, and evaluate distribution footprint expansion.

• 50% reduction in the average length of haul from production to consumer
• 27% reduction of excess product inventory in the pipeline
• 15% reduction in future carbon emissions impact from transport 
• Lower duty costs on products imported from the near shore location
• Potential cost savings gained from business incentives provided by the near shore location

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Strategic innovation in supply chain management is crucial to secure a competitive advantage. Today’s supply chain leaders must embrace curiosity and intentionality in steering their organizations toward efficient, transformative digital solutions.

The Supply Chain Management: AI, Sustainability, and Resilience Strategies Program equips you to effectively integrate new technologies into your supply chain operations.

Over six weeks, you’ll discover practical methods for fostering resilience, promoting sustainability, and creating value by incorporating artificial intelligence (AI) and the Internet of Things (IoT) into your supply chains.

You’ll also explore hands-on case studies, offering profound insights into the decision-making approaches of leaders who’ve dealt with the intricate challenge of transforming a supply chain organization.

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• Ram Subramanian is a professor of leadership at Stetson University.

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