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Machine Learning in Demand Planning: How to Boost Forecasting

ToolsGroup

Machine learning (ML)a specialized field within artificial intelligence (AI)is revolutionizing demand planning and supply chain management. According to McKinsey , organizations implementing AI-driven demand forecasting solutions can reduce forecast errors by 30% to 50%.

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Probabilistic Forecasting: The Future of Supply Chain Planning

ToolsGroup

In the fast-paced world of modern supply chains, traditional forecasting methods fall short. Probabilistic forecasting is revolutionizing demand forecasting, supply planning, and inventory optimization by significantly improving forecast accuracy and decision-making across distribution networks.

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Demand Planning: Whipped And Chained by Tradition

Supply Chain Shaman

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 demand planning.

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Reinventing Supply Chains: Focus on Human Factors

Supply Chain Shaman

Technology can change or even improve work. Companies today making a fundamental mistake: they are attempting to automate current processes with AI versus challenging and redefining work. Today, in supply chain planning, this could not be further from reality. What’s missing? The ripple effects are pervasive.

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A Story of Throwing the Baby Out With The Bathwater in Supply Chain Planning

Supply Chain Shaman

In 2004, I worked with a Midwest North American meatpacker to help define its supply chain strategy. Consumers constantly change the mix preferences in purchases. Somedays, the focus is on steaks or ribs and the next on the purchase of ground or cubed meat. What do I mean? To illustrate, let me share a story.

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Supply Chain Resilience. Really?

Supply Chain Shaman

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. What is supply chain resilience? The reason?

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Aligning Supply Chain Metrics to Improve Value

Supply Chain Shaman

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?