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Machine learning (ML)a specialized field within artificial intelligence (AI)is revolutionizing demandplanning and supply chain management. According to McKinsey , organizations implementing AI-driven demand forecasting solutions can reduce forecast errors by 30% to 50%.
She wrote, “I have been working in the supply chain for 35 years, and we are still trying to solve the “demand” issue. Solving from a supply side seems to work for many companies I work with. Over the last two years, I actively engaged technologists and business leaders to redefine demandplanning.
Let me start by saying that t he process is not a panacea to solve all supply chain ills. For most companies, building a great S&OP process is a missed opportunity. For me, there are ten characteristics that define a great S&OP process: Clear and Actionable. S&OP is a business process.
I laugh when business leaders tell me that they are going to replace their current supply chain planning technologies with “AI.” Each supply chain planning technology at the end of 2024, went through disruption–change in CEO, business model shift, layoffs, re-platforming and acquisitions. The reason?
Wikipedia In 2014, I was exploring methods to publish what is now the Supply Chains To Admire report. We purchase data from Y charts. (A This data source synchronizes corporate reporting across global markets while tracking restatements, name changes, and currency shifts.) A syndicated data feed used for financial analysts.
In follow-up qualitative interviews, one of the largest issues with organizational alignment was metric definition and a clear definition of supply chain excellence. To manage continuous improvement, companies need a clear definition of excellence and organizational alignment to that goal. What Drives Value?
Nick Lynch is the Global Excellence Manager at Shell Lubricants, a division of Shell Global. Located in the United Kingdom (UK), he has more than twelve years of experience in progressive roles driving demand-drive projects for their global supply chain. Components of a Demand-Driven Journey. Incrementalism Is Not Enough.
Today, in supply chain planning, this could not be further from reality. In May 2025, one in seven home-purchase agreements fell through resulting in the cancellation of 56,000 purchase contracts. Each is attempting to slather AI on today’s offering: this fueling a hype cycle for agentic AI. The reason?
Today, I speak at the North American Manufacturing Association, Manufacturing Leadership Conference, in Nashville on the use of data to improve supply chain resilience. Background The Council of Supply Chain Resilience met for the first time this month. Let’s start the beginning. What is supply chain resilience?
In parallel, the movement to global processes and the elongation of the long tail of planning increased complexity making modeling more difficult. Dependency on Excel. Due to the shortfalls in the evolution of Advanced Planning, 68% of business users use Excel spreadsheets as the primary mechanism for planning.
When reviewing strategy decks for supply chain teams, I often see statements like “move from a functional-silo’d focus to a drive a more holistic response.” ” Followed by “How are you organized, and what defines functional excellence? And, how do you tie functional excellence to corporate value?”
As global supply chains continue to tackle ongoing disruptions, one major headwind that most organizations are faced with is the inflationary environment we are living through. The key to this lies with sourcing. Before diving further, let us define what sourcing is. Digitalizing sourcing (i.e.,
The basic frame of supply chain planning–functional taxonomies for optimization on a relational database–must be redesigned before supply chain leaders can reap the benefit of deep learning, neural networks, and evolving forms of Artificial Intelligence (AI). Let’s start with a basic definition.
”) So, I sat across from a stranger on a cold winter night, the only thing that we had in common was our experience in supply chain planning. . And won’t the supply chain follow suit?” The supply chain planning industry is fraught with big claims with little substance. The facts are clear.
I find that most companies’ understanding of supply chain planning is immature, and that next week, at the Gartner Supply Chain Summit in Orlando, that many will don their Mickey ears to discuss what I consider outdated supply chain planning models. Buyingsupply chain planning software is hard.
Strategic sourcing and innovative solutions are often viewed as two distinct procurement tools, but they should not be seen in isolation. Think of them as apples and gearseach essential and effective on its own, yet when combined; they create a formidable mechanism for achieving procurement excellence.
The client leaned across the table and asked, “Is a customer-centric supply chain strategy the same as a demand-driven supply chain strategy?” Drawing from the Whiteboard: Building Customer-Centric Supply Chain Strategies. To help, I wrote a few definitions on the board: Demand-Driven Processes.
Supply chain excellence is easier to say than to explain. Executive teams strive to drive improvement in supply chain results; yet, sadly, only four percent of public companies succeed. The supply chain is a complex non-linear system. Let’s take P&G as an example. The reason? A Case Study.
Consumers are ever more conscious of value, sensitive to health and environmental issues – especially after the COVID pandemic, each demanding more options for their money. End-to-end supply chain visibility, planning, and execution support software are critical in agile supply chain performance.
Great to conceptualize potential use cases, but not today’s reality. We have this today in most supply chain planning solutions. I don’t think that the answer is faster planning or better engines. The problem with supply chain planning is that it is, by definition, not repetitive work.
Earlier in 2022, we conducted a survey of 8,000 consumers across North America and Europe to get a better sense of their ecommerce experience and how they were reacting to retailer performance. On one hand, consumers expect to increase their online purchases post-pandemic. Source: Descartes & SAPIO Research.
Today, supply chain excellence matters more than ever. During the pandemic, the supply chain discussions take new importance. While the supply chain technology market lost its allure at the start of the last decade, it is now cool again. The supply chain career is new. The supply chain career is new.
In 2022, I frequently ask companies to draw their river of demand. The activity is designed to challenge new thinking–to rethink demand as a flow, to identify rocks (barriers), and define process latency (the time to make a decision). Drawings from Two Very Different Businesses Portraying the River of Demand. Mistake #3.
These passports document all aspects of the life cycle – from the sourcing of raw materials to final disposal or recycling. For businesses, DPPs are becoming essential to comply with best practice guidance as well as coming statutory regulations that demand transparency in supply chains.
Building Supplies. Supply chain shortages abound. Today, more than 1% of the world’s container ships are stuck off major ports. The supply chain impact is unprecedented. I volunteered to write a report on supply visibility. Projects Being Implemented as Part of a Digital Supply Chain Transformation Project.
Is your business facing rapid growth, supply chain disruptions and/or unpredictable customer demand? Imagine shipping products directly from your supplier to your customer while maintaining the appearance that your business is the source. If so, optimizing your inventory management strategy can be a game-changer.
Many of the case studies being presented at today’s conferences were born during the pandemic and the post-pandemic turbulence. While companies talk digital, the projects follow traditional supply-centric paths. My lessons learned from doing ten years of analysis include the following: Lack of Supply Chain Economies of Scale.
. <Bear with me… > Here I share a nine-step process in an attempt to help companies unravel the process for buyingsupply chain planning software. Let’s face a hard fact: the supply chain planning market is a mess. Most have purchased software, but are dependent on Excel spreadsheets.
Waves of hype pass through supply chain narratives. and digital supply chains. and digital supply chains. I could write a blog about each story, but let’s save that for coffee.) (I could write a blog about each story, but let’s save that for coffee.) Thought leaders push concepts.
Manufacturing ERP (Enterprise Resource Planning) software integrates all your core business processes into one powerful platform. Think of it as the central nervous system of your operation, connecting everything from production planning and inventory control to supply chain management and financial reporting.
Supply management. Supply chain management. Supply chain planning. I believe demand is a flow based on the combination of products/services/customers and channels, as shown in Table 1. This exceeds the 55% previously reported in the Supply Chain Insights surveys. Let’s not quibble on the percentages.
Companies implementing supply chain planning (SCP) have traditionally been very big companies or companies with complex supply chains. Supply chain planning is not just for the big boys. In September of 2020, the company hired Jeff Baker to be their Vice President of Procurement and Integrated Supply Chain.
Likewise, simplistic sensing of disruptions, to improve resilience is not a network. However, the reduction of cost of goods sold (COGS) did not translate to margin due to issues of discipline in managing demand-shaping programs. Companies cannot see baseline demand and only 50% of trade promotions are ever evaluated.)
“May you live in interesting times,” widely attributed as a Chinese curse, some claim this as a blessing; whichever side you take, this is exactly what’s happening in the supply chain world since 2020, and it looks like we will be living with this blessing/curse for a while longer. Emerging Themes for Supply Chain Planning.
by Dr. Madhav Durbha The 2017 Gartner supply chain executive conference took place at the O2-Intercontinental Hotel in London on September 20 th and 21 st. The theme of the conference was ACT (Aspire, Challenge, Transform), same as the Gartner supply chain summit in Phoenix during May of this year. Collaborative. Fully flexible.
This is a story for the Eds, Franks, and Toms working together in supply chains across the globe. It is also a story for a young supply chain manager attempting to make a difference, but feeling stymied. Efficient supply chains may not be the most effective. I am currently writing the Supply Chains to Admire report for 2020.
Several factors contribute to customer loyalty, but providing excellent customer service—and a top-notch experience–is one of the most important in driving retention. 6 Examples of Excellent Customer Experiences. Image source: National Retail Association. Image source: Twitter. Image source: Ikea.
Understanding how your Procurement and Supply Chain KPIs are performing isn’t just a nice-to-have; it’s essential for survival and growth. Why You Need Visibility of Supply Chain and Procurement KPIs? Running procurement and supply chain without metrics is like driving blindfolded.
This morning, the New York Times pushed me an article by Peter S. Goodman titled “ The Supply Chain, Reconfigured.” ” His narrative centers on the evolution of the global supply chain evolving with a focus on labor arbitration ignoring geographic distance and shipping issues. So, my reply to Peter S.
Many major challenges of 2021—capacity constraints, ecommerce growth and driver shortage—are rolling over into 2022 and, in addition, the environment and machine learning are becoming more important for logistics and supply chain professionals. Global supply chains will be busy, congested and chaotic. Here’s what to look for in 2022.
Today hurricane Nate’s north winds are pushing against the bayous of Louisiana. In offices across the United Sates, demand planners are scratching their heads. Shifting demand and rising prices for cotton and orange juice. Higher spikes for lumber and building supplies. They do not sense. They do not have it.
Introduction Gardner, (1954) and Huntzinger, (2007) define Purchase price variance (PPV) as a metric used to measure the effectiveness of cost-saving efforts by calculating the difference between the planned cost (standard pricing) allocated for purchasing activities and the actual cost incurred.
Supply chain efficiency is the cornerstone of success and involves the effective management of processes, resources, and technologies from procurement to production, transportation to warehousing. As companies across industries have discovered, a well-optimized supply chain can drive significant improvements throughout their operations.
In the vast sea of supply chain information, which SCMDOJO supply chain article truly stands out? Dive into our curated list of the top 12 blogs from 2024 that will elevate your supply chain knowledge and give you a competitive edge. Read In Detail About Procurement Department Here 2.
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