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L’Oréal: A Case Study in Supply Chain Excellence

Supply Chain Shaman

Based in Paris, L’Oréal is a global personal care manufacturing company. This case study is the best example we have seen of a customer-centric supply chain. The Company;s senses consumer preferences to change and align their portfolio to deliver personalized products for purchase anytime and anywhere.

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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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Rockwell Automation: A Case Study in Supply Chain Excellence

Supply Chain Shaman

At Rockwell this includes all processes end-to-end except for manufacturing. From a manufacturing perspective, products vary significantly in complexity. Solutions, for example, can take from 12 to 16 weeks to manufacture. The company understands global manufacturers’ problems because they are one.

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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. Technology can automate role-based views up and down the river of demand for all roles: marketing, sales, finance, manufacturing, procurement, transportation, and human resources.

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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. After two decades of study, I think because it is a lack of understanding. A Case Study. 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.

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Pandemic Lessons For Supply Chain Leaders

Supply Chain Shaman

I am currently working on a couple of case studies for this blog on how business leaders used digital twin modeling during the pandemic. Advanced planning evolved with a focus on modeling manufacturing constraints. Initially, the output was published to procurement to design strategic buying strategies.

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AGCO: Driving a Digital Manufacturing Transformation

Supply Chain Shaman

AGCO was honored to receive the AME 2017 Excellence Award. While many employers would have penalized the employees for tablet breakage , Peggy explored the world of wearables to enable her digital manufacturing transformation. To solve these problems, AGCO partnered with Proceedix to develop an application for manufacturing.