video1.0<iframe src="https://www.loom.com/embed/945b40a67239481a99f00f4c2b3e0c3f" frameborder="0" width="1920" height="1440" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>14401920Loomhttps://www.loom.com14401920https://cdn.loom.com/sessions/thumbnails/945b40a67239481a99f00f4c2b3e0c3f-82c612c405c33224.gif203.184Hi, my name is Ngevira Shadia, and I am sharing my findings from a logistic performance audit for Validity Logistics. I cleaned the oldest Brazilian e-commerce dataset, standardized the dates, and analyzed delivery delays and delivery time accuracy. I found that 20 to 23% of deliveries are delayed for added time, with 77% on time, 16% late, and 7% super late. The worst regions are the northern areas, and on time deliveries correlate with about 4.8 bad reviews versus about 1.54 for super late. I also identified Office Furniture as the hardest category to deliver and revenue at risk in SP. No specific action was requested from viewers.