2009 Consumer Goods Data Eliminating Excel in Purchasing 
Supply Chain Shaman
AUGUST 21, 2015
When I wrote a summary report at AMR Research in 2007 and 2009, there were two or 6% of the market. Data visualization is quickly advancing in the tools. Many companies over the last decade built Excel ghettos and implemented reward systems for spreadsheet jockey(s). Data cleanliness takes rigor and discipline.
Supply Chain Shaman
NOVEMBER 14, 2016
Over the period of 2009-2015, only 88% of companies made improvement on the Supply Chain Metrics That Matter. Companies passing these two tests are then analyzed against the performance factors for 2009-2015: Growth. The retailer’s plan was never normalized against inventory and as a result it did not reflect buying behavior.
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