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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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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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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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Rockwell Automation: A Case Study in Supply Chain Excellence

Supply Chain Shaman

At Rockwell this includes all processes end-to-end except for manufacturing. In his role, Ernest owns strategic sourcing, materials planning, customer care, and logistics operations globally. As a B2B company, procurement management is essential. From a manufacturing perspective, products vary significantly in complexity.

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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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Elevating The Voice of the Supply Chain Contrarian

Supply Chain Shaman

Many of the case studies being presented at today’s conferences were born during the pandemic and the post-pandemic turbulence. One of my insights from doing the industry analysis for the Supply Chains to Admire each year is that smaller and less well-known companies outperform larger and better-known manufacturers.

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