{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/945b40a67239481a99f00f4c2b3e0c3f\" frameborder=\"0\" width=\"1920\" height=\"1440\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":1440,"width":1920,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":1440,"thumbnail_width":1920,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/945b40a67239481a99f00f4c2b3e0c3f-82c612c405c33224.gif","duration":203.184,"title":"Logistics Audit Findings for Validity Logistics 🚚","description":"Hi, 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."}