Remove Eliminating Excel in Purchasing Remove Manufacturing Procurement Remove Research
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How Can You Improve Value in Your Supply Chain?

Supply Chain Shaman

For example, if I improve the cost structure in transportation, procurement, manufacturing and sales independently, what decision support framework decides the right trade-offs? I observe that organizations are unclear on outcomes and the definition of supply chain excellence. You are right. The reason? What should we do?

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Probabilistic Forecasting: The Future of Supply Chain Planning

ToolsGroup

However, this approach ignores real purchasing behavior, such as customers buying complete sets of four tires. Probabilistic demand forecasting, in contrast, provides a full probability distribution, revealing actual purchasing patterns and enabling inventory planners to align stock levels with demand realities. The result?

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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. Supply chain was defined in 1982 as interoperability between source, make and deliver. Ask a procurement or transportation professional if they have a good demand signal and expect a laugh.

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Network Investment. Defining the ROI.

Supply Chain Shaman

In this research, 81% of brand owners and contract manufacturers primarily depend on communication through email and spreadsheets. Approximately 32% of manufacturing, across industries, is outsourced. Purchase order data, while not as important, has the smallest gap. My research is focused on driving change in thinking.

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Organizational Alignment: Overlooked, but So Important.

Supply Chain Shaman

” Followed by “How are you organized, and what defines functional excellence? And, how do you tie functional excellence to corporate value?” Companies became less clear on the definition of supply chain excellence and how to implement decision support technologies. This gap grew over the last decade.

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Uh-Oh! Insights On How P&G Failed And What This Means For You

Supply Chain Shaman

Supply chain excellence is easier to say than to explain. In this area of research, I find that companies are like dogs chasing cars. Keith led the work to move P&G from a regional to a global manufacturer opening up the Warsaw center of planning excellence and outsourcing IT to HP. The reason? Discontinued in 2011.

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Step Past AI Hype Drive Real Value

Supply Chain Shaman

Most of the business networks were hollowed out by venture capitalists or purchased by opportunists. On December 5th, Supply Chain Insights is hosting a small event at Georgia Tech to share the results of a two-year research effort to connect financial metrics by industry to supply chain performance to drive value.