2030 Data Management Manufacturing Metrics 
Supply Chain Shaman
JULY 30, 2022
However, two decades later, there is still no technology solution to enable demand visibility or help companies use channel data to translate demand into an inventory, replenishment, or manufacturing strategy. End-to-End Definition Implementation of enterprise data architectures to improve order-to-cash and procure-to-pay.
Supply Chain Shaman
SEPTEMBER 2, 2016
Before I started doing this research, I believed procurement and manufacturing were aligned. While this is the case in 50% of the organizations, there are many organizations with large alignment gaps between finance/operations and procurement/manufacturing. Analytics Techniques for Supply Chain 2030. I was wrong.
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