Remove Demand Planning Remove Eliminating Excel in Purchasing Remove Procurement Analytics
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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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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?

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Demand Planning: Whipped And Chained by Tradition

Supply Chain Shaman

Given your expertise, I’d love to hear what alternatives you recommend for better demand forecasting and real-time visibility beyond what’s commonly adopted today.” I know that your primary focus is procurement. Over the last two years, I actively engaged technologists and business leaders to redefine demand planning.

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Probabilistic Forecasting: The Future of Supply Chain Planning

ToolsGroup

Advanced supply chain planning software leverages these probability distributions to optimize inventory targets, balancing service levels against carrying costs with mathematical precision. However, this approach ignores real purchasing behavior, such as customers buying complete sets of four tires. The result?

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Pandemic Lessons For Supply Chain Leaders

Supply Chain Shaman

The Failure of Existing Demand Planning Solutions. During the pandemic, supply chain leaders turned off their demand planning solutions. Baseline demand reflects market potential.) Resist the temptation to place deeper analytics on top of existing data models. What are functional metrics?

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Reinventing Supply Chains: Focus on Human Factors

Supply Chain Shaman

In May 2025, one in seven home-purchase agreements fell through resulting in the cancellation of 56,000 purchase contracts. Ask a procurement or transportation professional if they have a good demand signal and expect a laugh. The goal should not be making today’s planning processes faster and hands-free.

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Dancing in the Ring of Fire

Supply Chain Shaman

Each executive has a different perspective on the definition of supply chain excellence, but they are never discussed and aligned. His organization purchased an advanced planning technology from well-known best of breed provider, and the implementation should have been successful, but it was not. What Is The Ring of Fire?