The Accelerated Analytics team spent a majority of the day to day reviewing retail point of sale data provided by a manufacturer client of ours. These are large reports with thousands of rows of data organized by UPC, reporting units sold, units on hand, forecast units, etc. This particular client sells to a ‘big box’ retailer, so… Read more »
Featured Post
Feb. 14, 2026
Insights from Beauty Brands Working with Ulta and Sephora
Why Out-of-stocks, Data Mismatch, and Hidden Demand Still Catch Out Beauty Brands When beauty brands review retail performance, the picture often looks reassuring. Availability appears high. Sales reports feel complete. Forecasts are built on what was sold. But our conversations with brands working directly with Ulta and Sephora reveal a more complicated reality. One where... Read more »
