Remove Case Study Remove Eliminating Excel in Purchasing Remove Procurement Analytics
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L’Oréal: A Case Study in Supply Chain Excellence

Supply Chain Shaman

The award, based on beating the industry peer group on rate of improvement on the key metrics of growth, operating margin, inventory turns, and Return on Invested Capital (ROIC) while outperforming their peer group, is tough to achieve. The orbit chart below illustrates L’Oréal’s performance at the intersection of two metrics.

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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.

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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. At each company, there is a relationship between the metrics of growth, margin, inventory, customer service, and asset strategy. Understanding this relationship requires modeling. (A

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Pandemic Lessons For Supply Chain Leaders

Supply Chain Shaman

Next Steps: Start to model demand based on market data to align the organization on baseline demand. Resist the temptation to place deeper analytics on top of existing data models. Instead, rethink the model and the approach. Out of desperation, they turned to the use of descriptive analytics. Next Steps.

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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. Let’s take a case study from the current class on outside-in processes that I am teaching.

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Rockwell Automation: A Case Study in Supply Chain Excellence

Supply Chain Shaman

For the past five years, the team at Supply Chain Insights identified Supply Chains to Admire Award Winners by analyzing performance by peer group on the key metrics of growth, operating margin, inventory turns and Return on Invested Capital (ROIC). As a B2B company, procurement management is essential.

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Make Room for Leadership to Drive S&OP

Supply Chain Shaman

How aligned do you believe your organization is to drive these metrics? Observations on What It Takes In the Mea Culpa post, I wrote that I used to believe that excellence in S&OP was a ratio of 60/30/10. (60% One of my favorite case studies was Campbells in 2014. Who makes the decisions on the trade-offs?

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